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Dataset class for Automatic Understanding of Image and Video Advertisements (CVPR 2017) http://people.cs.pitt.edu/~kovashka/ads/
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Automatic Understanding of Image and Video Advertisements\n", | |
"\n", | |
"PyTorch-friendly dataset class for the following CVPR 2017 paper:\n", | |
"\n", | |
" Automatic Understanding of Image and Video Advertisements\n", | |
" Zaeem Hussain, Mingda Zhang, Xiaozhong Zhang, Keren Ye, Christopher Thomas, Zuha Agha, Nathan Ong, Adriana Kovashka\n", | |
" \n", | |
"http://people.cs.pitt.edu/~kovashka/ads/" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import json\n", | |
"import logging\n", | |
"import os\n", | |
"import re\n", | |
"from PIL import Image\n", | |
"\n", | |
"logger = logging.getLogger()\n", | |
"\n", | |
"\n", | |
"class Ads2018Dataset(object):\n", | |
" \"\"\"`Advertisements <http://people.cs.pitt.edu/~kovashka/ads/>`_ Dataset.\n", | |
" \n", | |
" Args:\n", | |
" split (string): One of 'train', 'tiny_test', or 'test'.\n", | |
" root (string): Root directory where the dataset is downloaded to.\n", | |
" transform (callable, optional): A function/transform that takes in an PIL image\n", | |
" and returns a transformed version. E.g, ``transforms.ToTensor``\n", | |
" target_transform (callable, optional): A function/transform that takes in the\n", | |
" target and transforms it.\n", | |
" Example:\n", | |
" .. code:: python\n", | |
" import torchvision.transforms as transforms\n", | |
" dataset = Ads2018Dataset(split='train',\n", | |
" root='/path/to/ads2018',\n", | |
" transform=transforms.ToTensor())\n", | |
" print(dataset[3]) # load 4th sample, target is a list of positive and negative sentence lists\n", | |
" \n", | |
" Output: ::\n", | |
" (<PIL.PngImagePlugin.PngImageFile image mode=RGB size=522x326 at 0x1180C92E8>,\n", | |
" [['I should buy these cookies because they are going to taste good.',\n", | |
" 'I should buy this product because it will make me happy. ',\n", | |
" 'I should buy cookies because they are fun'],\n", | |
" ['I should get a kitkat Because it tastes relaxing',\n", | |
" 'I should drink Ovaltine Because it will make me stick out ',\n", | |
" 'I should make use of the medical services of KRMC medical center Because they are allegedly expert at neurosurgery',\n", | |
" 'I should watch the citi commercial and join the citi conversation on facebook because we are celebrating 200 years.',\n", | |
" 'I should buy these cookies because they are going to taste good.',\n", | |
" 'I should buy cookies because they are fun',\n", | |
" 'I should bank with Bank of America Because they have what I need',\n", | |
" 'I should relax Because comfort is relaxing',\n", | |
" 'I should try expedia Because I will have savings',\n", | |
" 'I should have a swatch Because they are colorful',\n", | |
" 'I should buy this product because it will make me happy. ',\n", | |
" 'I should get hersheys Because they are classic',\n", | |
" 'I should go on strike Because it will give me what i want',\n", | |
" 'BUY FROM GIRL SCOUTS BECAUSE IT CAN HELP',\n", | |
" \"I should eat Auntie Anne's pretzel dogs Because they look appetizing \"]])\n", | |
" \"\"\"\n", | |
" JSON_RESOURCES = {\n", | |
" \"qa\": \"QA_Combined_Action_Reason\",\n", | |
" \"sentiments\": \"Sentiments\",\n", | |
" \"slogans\": \"Slogans\",\n", | |
" \"strategies\": \"Strategies\",\n", | |
" \"symbols\": \"Symbols\",\n", | |
" \"topics\": \"Topics\",\n", | |
" }\n", | |
" TEXT_RESOURCES = {\n", | |
" \"sentiments_list\": (\"sentiments_list.txt\", \"latin_1\"),\n", | |
" \"topics_list\": (\"topics_list.txt\", \"utf-16le\"),\n", | |
" }\n", | |
" \n", | |
" def __init__(self, split=\"train\", root=\".\", transform=None,\n", | |
" target_transform=None):\n", | |
" self.root = root\n", | |
" self.split = split\n", | |
" self.transform = transform\n", | |
" self.target_transform = target_transform\n", | |
" self._load()\n", | |
" \n", | |
" def _load(self):\n", | |
" for field in self.JSON_RESOURCES:\n", | |
" filename = os.path.join(\n", | |
" self.root, \"{0}/{1}_{0}.json\".format(\n", | |
" self.split, self.JSON_RESOURCES[field]))\n", | |
" logger.debug(\"Loading {}\".format(filename))\n", | |
" with open(filename, \"r\") as f:\n", | |
" setattr(self, field, json.load(f))\n", | |
" for field in self.TEXT_RESOURCES:\n", | |
" self._load_resources(field)\n", | |
" \n", | |
" self.topics_list[\"39\"] = {\"name\": \"Unclear\", \"description\": \"\"} # Hack.\n", | |
" self.files = list(self.qa.keys())\n", | |
" \n", | |
" def _load_resources(self, field):\n", | |
" filename, encoding = self.TEXT_RESOURCES[field]\n", | |
" records = {}\n", | |
" logger.debug(\"Loading {}\".format(filename))\n", | |
" with open(os.path.join(self.root, filename), \"r\", encoding=encoding) as f:\n", | |
" for line in f:\n", | |
" line = line.encode(\"ascii\", \"ignore\").decode(\"utf-8\").strip()\n", | |
" match = re.match(r'^(?P<id>\\d+)\\.?\\D+'\n", | |
" r'\"(?P<description>[^\"]+)\"\\W+'\n", | |
" r'\\(ABBREVIATION:\\s+\"(?P<abbr>[^\"]+)\"\\).*$', line)\n", | |
" if match:\n", | |
" records[match.group(\"id\")] = {\n", | |
" \"name\": match.group(\"abbr\"),\n", | |
" \"description\": match.group(\"description\"),\n", | |
" }\n", | |
" setattr(self, field, records)\n", | |
" \n", | |
" def __getitem__(self, index):\n", | |
" key = self.files[index]\n", | |
" filename = os.path.join(\n", | |
" self.root, \"{0}_images/{1}\".format(self.split, key))\n", | |
" image = Image.open(filename)\n", | |
" target = self.qa[key]\n", | |
" \n", | |
" if self.transform is not None:\n", | |
" image = self.transform(image)\n", | |
" \n", | |
" if self.target_transform is not None:\n", | |
" target = self.target_transform(target)\n", | |
" \n", | |
" return image, target\n", | |
" \n", | |
" def __len__(self):\n", | |
" return len(self.files)\n", | |
" \n", | |
"\n", | |
"dataset = Ads2018Dataset(\"train\")\n", | |
"test_dataset = Ads2018Dataset(\"tiny_test\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Dataset contents" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(51223, 641)" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(dataset), len(test_dataset)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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1gKdEgOlME+nRzJdJIquoqqmYKjRBxR4xl1RhQpps1qgxNCPLiPrgnCwj8UYsYCZzlNhg\nOhXdb5qijrt1KhtqLBACW4esSxIdwQMO5sxUkgsGM0uJENngYGbaTv4cHhkyC2ZslgCZxdA/jfHJ\nH13zMI/50LSfCzL7uUXZQd3z79nOrK0T/ABARDTnXTnBjxQM2PeuLc1cgSJIiKbGAlbj9Fjrm2BA\nAhqQAgkoMNNOTW06G5Dk8DA6r3mekiWBKeQgFq1Cj5cRbfhBWkosYIHRBWekHeIeuYzIm5IIjOGC\nglPSaR3HRTMuqqpGEoYyuIvUsSqDL9lZIMqYG6Sk4mGSWhGNBsRONcmMCkMHdsCJOQEpWOEM6dNK\ndfwRNQ9Hs5IO/0luzrM2z0oijd+/nRP8QHG8XOsT/DAxSUkNZqjByUhbelKbN9YuvwmIM3ltVLCk\nEJ5tkZnOxUwx6UnzQK3H/Knwh0ri1K4eFCYwmfmURGd5D6JkOiMXETyzJw7scgev6tjIzCSpOR86\nqkgpVXUzLcppUTNnzsjM2JwJBKqqHubYMTlCMlUymKooQMmxp5Y9BdIngnl0ELsmA300f8wnCj+i\n5uGYOI4X+wQ/XBzLRXuCHyrue5iRmbXkUpgRBxgBTAfkD4sGBaKhMESlaEEcGUEghtRaATKiR34k\na6kJh5VmREzNTB4FGMiUoLMwtbaq2jMRViZ4gicKDpl3QciZMYxNSeHgBLBkKUpdpbpKWX+B22o7\nyVNyJgwIw5jBredIlYA2wcJEWy9Ym7jHOCD1AmyzDjyRn/FpxKwm2rH0lI6aBh6htHGIp4TD03Vm\n9XzYT8RPb3HAUSuDQ3JGCHN+Ijdn6I8QxqHDHID5SCzPxfSYbF7RhJ5uio5S85qXiprv5FF2bp7M\ncxjzcllHleF7tno9kR6V2P98lafmnHvH0EaaL2jGxzj7cd7ZZ5VKA1qpomcPAXYcLpXqs3ci0sMe\nmPl9njgZtQ3PZEp1NlqRHuzGB98Yt4SzBFKDmCWYkcILCcPMzEd4AY+IGvgEhjq0SQhK7RBO2r4t\nxNI2Cz7oQTNts8YISSFGpiKRDGxgRWZE4MblCsBS0IqhZNZEaSWeGJFhmVZ1YjEGtE2WYCQTUYkH\nywiFiWipOl5w1HM8NOqrOViIsa3HKAhMBOZaXJnSpLK9KhUiDWlCbY7MMXxr1uhqaQPveqEjXCvq\n1DR5VfTZU4xVKkKnC/YaE5mx8x32QijQxPGIUhompY2uy7wDajrOG3kc4Q0cHkcOC2U9euhPY77s\n4PFqw82NR3Of+vfWZZqZh2PpKR2nSsYxdIiY5q50bgsfZYzm95kfZ3l+y3EYkvMCfHNb3LM5q0cq\nNc2VFz1qyHp2ndKjbv/ztTOP41R3PSa+h8DjofN9POf6uNaJx7KEx1yVHudDOsYuB2lYj3mpNBvA\nbTaXI8WsOvNjbaB2uk5wjpmJPUNISitYTZLGGAuzaFyFTkk+GZv41jwoPxLCaIl15A74fdzqEhEQ\nW8UkRTKowcw0PZIvIiMCz0QyLc0izDC0IQQCqRCUtSF1gGvVjQA89k/pQda0KTSaNY595qhj6JiR\nKqkaTB0LiM1DuYo6reOkrMsmJTM4l6CgVu1vpiy136jVCUHZoAoRkabOez4wyiZJiqETZtQpUSIj\nRwpQJeoiNwlqDoSWznQMmtz8LoctxPwE0ubIpkeN1s8pgvePp8v04+1cOsEJPpFQTkp4PAEwPkjQ\nelRkDUQNqFEyAVq5PBXThFwpEAe4zFzl3G62VHs0JhNIKe0QG6Str6AHyngOmOkUzIyNsZvJErWW\n09ApoAY1l8zBoLOjVNtodUsxTRmMYaIiZkLtuG8A2EwNJnAG4NGapW1aD9TxZvTWWSiDIARi6EEF\nayMyM1G4ZEmBScKobPaLehqTkEdoE/se/QCASqqbOtQukKmpqsaUckMIweoYY/T5rHqomqrZobQs\nZ8+7jv5E4IdkHubN1bxgxrNENWb7neAEnzgIvD7JzyAo8ROzRQJA5hza4ZgYbPAwUuaCnRIlIgXV\nhs0KDSDKSamtmBmU2QAjmQkKUWteDHhUnnnmcVYk5XaiL5ys5RelBG1zCOQgCW4WqFApYcpWOi0Z\nwlAWM4NRUNM2/1rbEDQMM9FqNT3IkX4kqqHqIGygdjGBNlhMBoNBoaIkRnu1jKs4bVINMu/Z+YOb\n8/jWqWrTxMrVLpt5Z1NKSRK7DIDEqKrOs0qCwkSJiRy3avHW1pqUE+bSP1kcg5V0rH1OcIJPKNie\n9vfpnAw3wRGIjQEwWOFUrUlaEhqzkrQBGvOFZGm2SGAotY4gNkAhjDYA8LiUSetmgUo0VagYxEEN\nRgqduYC0gaqpsbYeqKDwMAI80gSWFDW0abMWIKCDuI21YaiZjPZs3DccpMLZQVqcKsyIHteTe3TB\nAFTNTDUhKSZVrJMoMZjYZeQdkhw+iElVRBKRd+yYWcxSSoGD966po0jiEMRgqsZKcEw0CzxSW3bo\n8dk/bfghmAead5rb4YrQx1k9zDylJzjBJw5BNTzl0WB9FJOeVVyAgo2RCMIQh8qBvHM9nzECod9q\nEyTzk2kF1KJTUEysYvXE+eQAyiKbwkClnwVevXlSz0BKZvooFxpQcum2GakRNIMSzCmYYM5iX/bZ\n1JuMY6NmHsKW2k+T0co4kc2UEBwQYemR5hKZmCZIfLx6UCMTZiUom7LNgi0gF0ECVTEwatFxNKVg\nWUYO8N6IkOrZDTNuwzbOOVMBwI49fPABojFG53PvQxNTiil0c4BgKqoM5OCDVhAEpqh+4A/8RxRe\n21IYh7xrNF/l7CjRj/mwr9khHhg5dygWk/HhCnVEhwWOMoI/HOM9vI8DDvmkjlxzzOM4ckbHUbCY\n5ynRnMLRwTzkiXOBDid7HymYMH//n0tW4VjBaqJDc1M6VpG5uTZ+TO010TMz947HboKbe5Hmq8Ud\nkZpD7aTYMGM3sJfESMRszKJoTOAYxBEQVQXUEFzMfAredzPHwVtGIUPeM8ActxxTAhm8QFnFWcpU\nvAjGYzFQVdP2ju7ulNNpmTWrauQcN40iwWWslbJGkpRLJBVWXY0f9noDdg55VxVbe+MIzyGrxMTQ\nxATiZAqxSMS+B8BSUpsFpgGdfaCzcnHW2gPTA19T+2OGmZg4q5qB4NhEDQrnBJaSVDHVVVNHicRt\nRNwI1t5onQX1nc0+NBUloCqrKVu/P1hYWBhNi6qJBuOW6BVjUCNq9aY0KLSObJRSKqrKlZlzrKFd\ny8wxjo6Bw4pzRx41x145VqbFEYodz8XB/d7tfG/m0tGVj46x2+GDaI7saO7w0uCwth2O4sDM7WNH\nDtnP3HIE+fJYEkOHd3k+ST4cZZ+O2OcYjKvjtHO8SzuCaPuRJPnM7Mc3/e1YBBAzO44m2twTMTuC\nRT1/HPPMPDhmYrKmIBVyDi44ZibAUSt+KiAXQpZ1Fno67KSQhbybdboIGVo+kzuIrjIgkClVAYGN\nc/EQiNAD8pWAFrC6QHez7q1b0/29RGAhM2UoUiXBI46KzGOl7zvO9zJ+3S9duHChPxwkh6S4v1Nd\nvbcbjfYbu/Fwv6mm3BuYtgU1SasEIup0rdXamw03B/yo2et24FN6lG7QxsVnRF2eUabYmUqrPphA\ntWiVpEpai3DoKtCKwx7SMmKYJ2KghjGhaZqy1H6/3+l2yiaWVTObtxFBFGoMUrNZ9ocoEVQkxogY\nveTWUnCffrgHKR3f93U4Uj3pOFwmefZAP/+FmjxPgd35IcsOaqD+cJxL826iQ84lntuCk+pNJ/iE\nwsxm6UeqZVWpqu/1iElNyMRBAiuj9I4GuR/0s0E/dHPZCHTKuwFz39Mw0BLDGZy2smPWDi8JVHAb\naEDpsetRmP1mr7m1W43HTXALl5Z4Iwy+9kE+HmuMQlBUE471edp8cUF++sXF1/T23u33affhK+v3\n3uheWe/1aLKtURuOd5ezqXXf2c3+0zsPbjzYG1z43PX+KyVlhXUal0HJGoA84IAaJoCxCWhWesFm\nYWc9MBIHP6YKivC1WWa+Nh+ZosQoMhWrIip16p05cwQzIwVM0dYiRWIzBrpgT8Yg5LnE2N7kFFOW\nZcF7Zk6SOORMJI5ZjcBGbKaqmik1ztQQVfJGOIoeUdb9U4EfRmj6sMTwbONTOHJGd8JcOsEnGswc\nvDcYEGEazHJGNwuLWb7Yy5YH2al+tth3PT/LkCMFGCWhBB4AteikEgFEW01UwATcKiKxkKvAiYhC\n1u/5cTHZ3t5n+LzTvXge924WD+9vLth0I0svXlz9+bOLr6/yy0v1wuZ4zIVVsZ/3FqjGtEr721VV\npyiZ9MpKV5rOl4f7/vbVhcrOXzy9VemNPXuY+pHymvvgAOJ23CeYohWA1YNsE330O5nODMaM+kpi\nJOAER2a1UdHoWFLdiBqDPDGQCjVTbQPmAphnBFAg7jEHZgdSuFISABFtYuya+RCISURcxzvnVGFJ\n2HnHFNVMtRWkNTNJSWMkEcB/OoeaH9Lq4aiNH3WfE5zgkwHvvaqkJKZKTMyOvYbMLXY6a8P++rI7\nldOy55yok8Az2bw0VRlrmkIL06mlXdJarTArYUm1UTU1qGUiZETGbAHmDayuk8hr4ibqtNjHaDRc\neeHMOu3d27uyKL/njQs/8dLi715q+sXdzvjWAj7EqYpELFsjSTodSz3VooxNw1bnUReT/7lLg7Wm\nc+3ONzP67JmFxQF5jKrdqoo+M3YHVauNYEaO8LhwhT3xUdPBlkcQ46TcKLFRozapU8UQ9sCByZE2\nNdrIMTkQrMOUE2fO9Zkz5wJRtFBXJRGZaUpRRYP3TCwimWPnnBLMjAkGNhNoK9BksKQqmsTSUWnN\nnw6cpMWd4AQ/ZMyi+kQuhF4vHw67v6s/OpUllzvqMDxH6L7pJGG7tnEtZVJhLhxPQ1ejpUalVovB\nFKqsCU1C0xZvFriImmEEcWh961kyJxZrV8RQKYOwUn/jp9a7X3h9+595gX/qwoerNO7ef9cme0zR\nQlBtEsymYqJN7SrpTpOIIDUNO7/oZdFXG6+vX+o3sv23XH/pQffK5ezi9b30ZlnvyiByXnNP4I08\nyMNazutjxz2hrd/QJkPAqE2ac9EowiU4AtWWSoX4DN6BApShiciIyXvvPDwTg1yqc+Lc8ZB97n3G\nvJfcI8ddisnMvPfMHJMwMzExyMyImJktmam25eRMTaGWhGQm9/0pNBEHPrWPS8mO9fF8oCWWMTE9\nNUfggwTNR6AjRDWU5vWUDodQjlKnOCLK+uz8Oj7G0uRwZKqNuh/e8uxEdzpeNdP5Czmiqe+dDf/U\n+Z59NjsiL3EuV/T7dPtA8uETDGOTA62LWYx1lk/75LejzYzn0ZZaI6pjZMfeBc+sqpYE3CWYhwpq\nhQhirug7Xul3V5cXV5ez5SGWbSkYpmQ7MY2m5b5lAkwrNqoakwaplkGd1DyaZE2pLpmLVR1RpizB\nqZIJqgoOYlWtyBTUOCaLpBbLOirqui5S5SDBkdT1uYudV37XpZ9b3l4Slf26LAbjzb2MeWkxg1DG\nVlW7zNxho+Atyxr2olVVVxxCknHSdPrCsNxDMjmlt8nX54ZuMQ9f24270i+7CzCGCEmjB4TZg6pp\nChMzZSFSYmVDMFOYqddSqXWPJQucL4pFCABxHipN7iWwzzLueu4454moUQ8Exx1HGRuznoaPHpE0\nAsm0KMrVXs8HqjSJVJ1ATa3RVLTmQA6uscTE5gMRYFpHQVVn47xegB5R04/IZmXxWiv3zI/gmB/J\nEePI/DA2f9jHxWU6gJ8FfOcIeUfgGIQf8zJr0NBSnT3PfHmzNgx+TpOKZyqLj+Fg7mkpNwL5Q8Uz\n7aiyoHMR7aO0m+YMzzHsowcfUk86qlqc8rOGbALcMYiUz2wHR13IEac7zAf+3t16ugOH3kd+/K4c\nAbNjdfjHGRYOWJOt27+ti0NE9oRYG0nTSq6poa1o010cmpqIJkkEY6eJMkuRY4W87vbzzmL26nJv\n4NwGuY5zDAtVqmIciew43SUrmXZdJzYoFSv9RGzNdJqyVVZAuElWFlVHYybRWUgSSoIleEOMRqyU\nShY2a90yAhXf2DSmaRVrWN/EkS1I71wunztla80NKsL04fj+1f0PvnuVpfzv/J4v53mGOO3qBEoi\n1CRPBkkom6TEqrWghFNQCjQIar14fSHdqZEPe8PddPF63TwMjJjgwbFU0GOqK4N0liLn1LOSMwfz\namZmZUi1oRaECLMgdjCy1AXAlMqOl4zQYRrC98AeyIJnUgK8V2IlwgaySe7GU6vhBTQtilVdyHM/\nSVpX44X+IjcpIYmo63SC80VZFsR56DrnUpJaJFbN4ljiAIeKwLIxG7gtp83tXPVwedej3qOn0t9x\nJGea6Aji5rwA37zBOKIE6fNwmR7hB+Bcshk3qTUPdOBfpCMj0ic4wY8DjDDKPNC+3ty+zGwgBQOh\nlSAljI0pZMgyA1tqEOtsMiYThjSOlTlmQesPhnm4tNDfWFxYWOx3BmGFzZlJqeNUCFtymlsi1Y5R\nhzlGiTAnGIBe096C1uW4s9Tl5eFU68kmh6IzYTLynV1xb22OPygHVZJIPiZlx2YZqaoZazIrycwa\nlURJxKCeLAMW9f0VWhli4JLf36q+89YNmeA7b78LGf/en7zMgKWxb5yColhTxzbtIKWoaF1ZtZoY\nJApBmXRI7IzcEt3+6dVwel+qcboT+xX3JPOIAebb2hGAOGtIG9bIxOJCQh7hgRqYYib6gRgSSeJy\ndEmLPls3biUUTUwIK+Rzp0TeJ8fmHPuQaXKwHqpA6mATN8xC6OZZlQBTUanrMs98qFhi3a6/CW2y\ntpJzzGxtPVXiWR1Vg4iQGiv0U1ba6gdiHmb/PsF1PnqfJ/88YSWd4EcYBpIDcWt6olz6EwHVNn8o\n8/DeyDkTDyGqk5HCAX1YN/hOcOdOX+p385Ve5rswRRSMJw2ppVgmSsPhYCmEgRMPROVN6FZRjaPG\nBnVjzOnsRof8OiLO9vOlBb9LmWAZsER8r8DNvU3bn1hUhYeSmAfgTFVErTGpVFQqq5VTEmLxlHKH\nSyuykjeyv2kqm/e3b1y7HSdy//69L372BXYKTapNHXMFmqhVncqqLOo4LaYKU1ZlBZMxVylBnYNz\nDmBkMjmdj3yft7T0U9pq4k5aVA1orSnafFwGeSUQ2IwNxmgM0UipVQwkMGJOcmqx99n+QpfVFxhX\nm+PJFEgCB0NCMFIQscvYGQPOgoN4mFPqdfJBrzed1rFpRLUsy8HSYhb8tBBJkQjsnLaRfAYdeGyZ\niJkFULOUEqmxHSir0uyh2xPvxycSH7N5OMikfyyL9ShDh5743zmX/Yme0gl+1KH0RHkRUgB68GI/\n2pzlA6fRNTVpAVLhJHnWcdmg03klz04vZOdy6pFvlPYTtsdoJCGlM/3QzXkauZtkvdN5ATR0DjCK\nOOf87mLYn+JegfF+ubX78IVwZj33Mbluk4Z+mniBmRUWHUeHgVUoxMMJ585Yk5DLWUVTNC0k1SJa\nNVSrT2KZl9zFDuzn3li6tISejK2h0dZ4+8H+nZt3Qghf/vLngwexhIDKWA2i0kRpYmyaOqVogDmK\nRqYG5ggYzKtTA7F6217QNAg96y9nFK7uViMMo7JZ6wJigil7IzJ2MIYZw5w2SklYncBgShYsdkxe\nP3XqKxvD6c7DaRlzyHInNFVdwYzyCZqanIKMoQolqBGBydQ57nW6g5h2a4lVlVJqmsYx9/JsOi1j\n03iXs7ZrKZuZBIMBzMxtdppZSonVnEGelPU+mBocZCB+AvFxm4eDm/Xorj1W132kXD/n6OejNJdO\nTMQJfnRAhiw9EVWbzXBUSGX2oioIL9UPClhBVGfZcu76gT6zkA8ytxKcC50Imxo+9IiMSrHLSMSB\neKnBkHFp0gRtzvS6C7DrIiW7dcM4YmvPtiraLVC5/m7Vv7Ejuug6Ad+OnWu3sV0hcJNzWuxn2WK+\nh6yqiyynntU+ai2m+RJrhNQiVSUSxYrka1Ez7dp4Sco12OeGuytl2QtJxxnKqhqPuh354le+8Opr\nF3zzUGMiUPIwVU0KSmYR2nQ7PTGqBDEiiUYl7yJIjcqkhqQwHfidLJsM/Lc64fyZzFKl1/XSvh/C\nKjJxSAoGe5ADPDSqxaCFGSAdITUoKA3qZsnx51ZPVVq9dfP+9lSX6MzA2yl+L1KjWnU1Vk2jPmua\nBnAgLtnXTAzqMHXI97Os47gwUU1JaljqZSGzIpZlvtBhEGCq6piZnaUEGDE5cslggIhkySjBgNiG\nGQ5Gp8dSiZ/EBYT/xxuGD8/7WxLZIzPAs5U40RN781zchYncnFTRERHVY0XznyfkT0ckth/ebb5L\nRyx6jmrmODhKdWm+2/M9/AGa0PmL/T7gOR2p79fyEXHwOb7Zc93HHyg/ncwIxG2qrqmhrfumdqAU\nZGag1HduqZsNFheWBt1Bl9cyJTWOcCk6oEtY6fh9tZuTxquTqllkXve0Ag5mKdUwqWN9b3MrdbrL\nnZXRJD6493AfS5PKa5af2VjdWOG+s2pcLK/1XlzthD3x7DqO15azndRUk1olqXhjViaJiaWBimlq\nkhQxSpNS6jBlBgQI1UVwPLp/Nx9abyEgWvAmUqyudt/4zMuBDUZJoKLkSEEKIbaQOR857/TqRoom\n1g12diaTKp7ZyLu5NzUVVREmYvYpiqZiuZdkmJ3X6VY1KbCg2pglIWuLLID4IAvCCeVtjSI7cOUk\n4kScwNt7o/t7I+p392seT6YDJueD896bdVrtwKYQOLBTn4G8MQPGzJ0s9HrdoiyiRIOm1AQfOnmo\nG1EV73OqSVVVlZmYqA1FPJLLUtVmOiWAehkRTADfzngPXtNHpIUj9DE+rvdvbssP1CAR0PJxjv7v\nue1HSRUdpsV4PmCfHoSmmfgRJbQ1GIHae/tEy8TuaZ0yIjqqmOjTh82tOY7s5FHMpbl9wIfGo3lx\nPT8vpTcHOizDfNQ+MxnLpzAn5XbEk2f3PHGx42ouHaYaHy5yR9+3mOZH0lya16TTOX7F/D7HwXw7\nHxfMkLUpXdSWIDYzcx4Sk2oC1AfvmM6eWl/K3Go3rAXnHBnh4UTYkcvoVIYeu24yACPCSONujFY2\nZ7P+FR8WxWIW9h1lbERxuNjfF+10aNXncKevVTS6E7f3y5FVdZbnC50PPrj+Ujp1aaW/V+w0VbGw\ntNhJC9fevL51Zz81AyOXyCdQTNLFVCJiUxVNPa5qTQmUdXLu5B2/f7crxUZnwXa3FgYraW8/hGxh\nENZWOxdfWDlzZpjiJChJ4iY513UqiTz5nDuU5XneSNbEZm93tDmxW7e3H+5OtA4Xzm10Q97O0n3W\nE6NUN4GL1e6o67Iv9fw2ViZpFB0ls5iSmYNzB4JLDnDCGZGw1drKjHtWy2rVOzs7vWEvrK4Nzp0f\n+qXNW9f3tzZ75nouHzhWS6mqenm3BCWhoi0kycFUyLQb3OriYkpNnSqYNmXZX8iWhv2d/UnT1GE4\nZFc3KbKID8GDDCYi1o5vRGbW7O4zqNNpKykJBUdMpvqkU+SIep+mz6SWHsH/PFL/8QhW0g+qTNEj\nBtQPxLn06JdWOumpUMQB5aPFckb70ezw6HTiWDrBjxjIQFNTITWG+JbKWDWsyROtDPrrq0vLS72v\n9KgiFMBIkOpkTfVSx/e8Ww3c4TBV7DYS97e6S0tn2X2nTFP1X4Pfn8pa5r487GT+9JaA/OJGRL4P\nGHam5VtXb3yXV7ZiPrHON+48jFjsLvff32mKNPqJV5bu3KW7d7a+9IW1yP7mzf3plNQHNh+TNGjn\nvWVToajrQkQh5JCz9FCjmC6SvXHxQqceDV3Xw2sl0MnKcvjKly+fOtPpZVUzGSHmjTgOw0hZAwWb\n90qgLMvHU84y7I8nN26X40K299K7799hci9degOIQKNoxo2KWod6oa6DVq/wlh+ml0bX3yqX7/Ha\nFi1YWAITVEimztSbQjPJNIaIkuFyZH4cUhPLbz28+gvrVz5/ZY0zOfva+r1Taet93Xl4b6euz3Zp\n6BRqyz2uxKoY93Qco1f1ya8TOBB3iHLPWeZUG9PkYd3gM8+lJjNlZj6QRTxy8CEXBpx58iAItYO3\nPclQ5UcJEJ8gfNzMJTvqdwKAjBAfZUoaALyxFP7TP3juf/P1zf/3zfJj7sYJTvDxwsAaCcqEAHUw\nB1teHCz0u8sL/ZVelgVlk+tFWwaTHNHAu07oDQM7YNTEh9VURDmEzAWIUSKtUDdpvLfnJ9Nxr3vh\nylKS+ubte+fOrK/R4v7+uMedbj+/9MKZF2J3fGM8muzLdJzZsB/o4sb6UhY6wV64sLq26C9fGgjT\nlUsXptv15shUlYkdUUxNFZuqtqKqGyiRElFGSZs4yPPXrrziqp17N7bltJmB2AHoD/ovvXS522so\nNmxwPnhRODeZRM+hqSpKMc9zUxDDOxZN4+m+IiPHO/v6/od3FxcuLC8OScSSuBCI/c7+3vThtgvZ\nVOs46J/vn99lTMb7BTDlvgnAzqDWVpZAAzWkBM4QPCRRNc0QUxzffPftS+fODrLu+P7dOBp1O53U\n7ZSxmhRlyF0vC0aupTA5gykU1rACzMQhcJ5lnU5nOiljbFRS5gfB+3HZcErMDogi8r0GRM9MaiZK\nwTE7OZjfP6YyfS/D8uOMj9k8PGIltWuFzy9lDLy9L//+T65sV5o7+pdfW/oHd4t/5VfvLwX8lZ87\nNQj0c6e7f+v69PHyaiYw8PH26wQn+McCwVyaEiwLfnXQW13qL3R5tZN77xwxxUZKFZHvhF7WNN0Y\nLyXpdDvLeZhUKet6ZY4eWe6WcxdksYhU7k7SDthyIIzLyMa3o9VVvLY3zRfXTi2RJ0VIcM3O/s1i\n1O1MpLOfzi9lV1b7yx6vn92wuqhGO4PQ7y13ytFoGtPKYrc/TlJPyfuQ50lQlTVSaiIlI7A6RDb1\n1fT0yqnXX74SivF33rnGRVlXpomDz+HgWPo9zyhVYuYDUceDKk2mwzt371TF/sai90yGlBKBMRz2\ns85+Ha3T72pcezCq37+z80bW7WS5T1Mn1u10d7i4/fBBUTVRa0m31lbPvPzizw9Xz7032n0zZupy\npQ5YoUKWApWmFBXIAlhQl33E9X5YLZPev91fzC+vDK7vb6aHm1XsMlPohFg2u2VZ1Oj2NxRi0CDq\nYWArMnNmTBycy/O80+lUJUlspGk6gTLvmZuUkmuVNkRgRkepEViTpKq1DhZy51noICH5gLhGT3PY\nPhn4AWoufX45/zt/6HzP0Qf79dl+poaf/6+vvzL0X71fLnjbq/V//RsP/tofPP/yYoDpYx65Wevs\nOzEQJ/jRAQOng+t08sXhYH11sD5wPaYpLNZ1VdfQOoSQd0NUFE3YTphGrHm3wXTagQlD71wYlNY8\naKbvbz9YWzu3UyVrArussEgUOVVpRBsB/eXFC453qvhbNz84K71zL55vMlnpOF7o5TF++bWzKyv+\nwV7q93wJnVSjJs9g2hRjJaJOFrpEkKasUNdiLHWs4EAewXvWXMbe0uWV4eULa1Tvf/ut75ab4z6o\nUUpiTMQKSY0kYVYmT840qbFWsdjcCr/5tXf2tu9+9pWNF69cyoNZCAZa2VgY3N3Zu7cJ38l7L6di\ncm1zcziwVy6eX9RujE3mtL/ks0nvw2tbZdF3DfZ2NzfS1166/MrF0FnF5p3YfyhLW9lpYS5dt9KG\n1KhJlglSRJr+1LD3+SvnwoPqzKmFMxsb77/17r1xNLOlhdFgYdh0u5tWxJT5bleXNqyOUlQoE0SR\nYGrEIEJgzjOX5T6EIEljEzs9Cd4555IqMxORSvpeg3yqqtLgOo47gYL7xBmCo/ERzAPPifDMVxR7\nlC70xy/0/92fPNVztFfLv/wr9//Ixf6//qW1/+IXzi133BfXu3/61cV/4Rdv/Mb98d+5vv/aSscs\nmrWZMQdcp7aA4OHG57p0BNtongPz7HbmtZLmWUlHY46Dc1Tjx+EczCUKHjWDecbJj8IxL+RwZP4j\nLpQf1bY7noLHvC7Ws/eZhzyRiE/tjX/U0Ox/iCD8RKUYOSiL90jYwAitICcR86yODmbRMIsEy8m6\njjtZ+MK5F7o9l2eWzCaN7UVN5f7ioHtqYSEa9qtqZ1SWYZCSEXnuZcNlWg8I0RV1U0zqrOe3d7Y+\nuHptT3V1Ze30WvdSCOOEnZ1GmziJ9XiSXb64Ouz2LWreo1c/83qnh2iht3RupTfY3N/dG+9fu9v5\n9ncfjHfuvXLulaU+D3qOOxlBNFuA85WCO1mWh9FkXKWCQmamkqwTPBEcrOfCQm/w8guXi2l8++13\n7t/ZXnQZnK+cbyR5qtUsJVJwxk49WUxKlhLt7zVf/+a3b9/funX9xtbD68nw6svnQhbUdDDoDvu9\nejpJZMOFjN1wZ+fB3Xub506dXs4yJmtS7A3zi2fPjCbFrTuVAzrO7e3vT66+t7xx+tJ63sk9TbZH\nupwQlIMRmDhQVgsgyTFW11dOnz717rd//eLF80Ulb33nvSJ04Wg9Xzy1+sLS8vI7H7x7/8GDXua7\nmRMCm1ai5bQiI0hJJkwI5HLmrgtjzpLWdZKBWuZcz/GuJMCcY0SIJCJn2soEGpiJ2MwgSeoaVc2x\nyTq+MTMo2orYBw7zR9mRH+3tf45X//iY687R1eq+x9EH5uEYtJOMnqKFnO66P/+FlT9wpv/vv729\nXevPne799FrnX/vag7d2awCTRv7ae3t/7jOrpdgfudT/wxcGAK4sZnem8dfujf/erb1KS2b9t3/n\nzi/90VcZNcGBeMYMZSZiN2PJPoY7pLFEFo4QHZrTXJqvQzen1eTpsAIgH1FMc35QO1xSjTFXJ/Xo\ncp5znZzn6cwdNK+w5I9XvuyZIzYRH1G79Fn9eRKPmEvuOPwlSsdo/dnfSBWSMgCwEhkxmIUZzMat\n1gXAQcuABjOVJCoCt4pwndi++dwwlKBwXj0bs3gACjEf+y4NO+GFvr3Qy4bdEByNUlnUaQ+OETy7\ni4tLHUcu4epI7uz7ia6Mek3VICaOqCSmipuXlgdl3bzzzrXVjYunNs4sb/TX4sNuFReHTpw+2Gu2\ntd6qONa0PbJKws7u5P7DncFwKEo7ZdocV9vj8XZzdxolEf3GjYcwB7p4406TW9O1RmhPAGVu2Btz\nQ5g0Vc2xoEZjYcYOgw7qZjJZC/bi2dPrqyujrfE7V2/fvrvd+KWqt8A+XG3euYRiGXuinKKnbAGm\nCLCMOYbNa6Pf/OqNd27uNZqVrv/und0z9/c3Lp1bW+K6KWB6cWPxwVL/7oMi1mMjGvbX72/d//D2\nfufSWpfQ6WQdwUoWPvfCxdjcenj3bt5b6Jx9gzXG/Ydnxt986cLrL3I2btZ3tD/pLIELNt+hbp0i\nVJSw3exv1+PtcX1jU5pqZ0+D12JjfS03f//6zUunT798ZiPuPUjl7tatcZblzvnM8STt5nnHNTsh\n9MnyTFcX4cSybesmokJ5WXXgvSfakSY1rpPlRdnURZV1BzCIihI4yx2FKMqOVJIryl7d63Wt1CYF\nQuaUZ1KzLIAcnp3SHNtxVgfp+2NOlwmAPh9PaZ7uOF9R7nt/as/vXFrr+P/+S4s501/+6dPJcHPc\n/KW3d769UwaiaPbmdvlPnR8w7EzP/6ufXflwr7o7jad74d/66p1Cmv/BZ0791r09S7I5Tn/v1r6p\nWGuo4YyYtC1ybichiBN8H2TRt+Vk+XEyJgEgU7I2A0UrDgWHTJSgBKO2dowzIDmhTDCo2bzXrDfh\nWEgds0keUtfxxU5+pbOwvpQtZkhEU+BGodloL9P6bKef95fI81Cx6LC7NZHdcR15T8O4CGpQw8NE\nuztyzWxcpovrGbmgu3dXzr62cm4ppu5oOrlzfzstnF/Z6KxZdnuvLKK8O2r2398bj/Z3J1V62CSx\nqaRCpWyaCVjgjZ3CE5jaGJ8oixixtuMJ2IiTYVK6sslUPYgD05qD1BPPcvnylfXVlXt37377rbf3\npyKUh16fQpZMr48XtqdxmDWAe7iX7jy4d3Y93zizHnKe7BXffOv9N99+7+atnU7mYzGhCMSYu8AC\niMa6PrW6+rt+4stf//p77zy83hsMT2+sP5xiZ+dhPLfQCRqjGTGFzsJw5cqVTixiU9aZ2tKwj8Rp\nr6yr/U620qN6EjNIBHs1ikiAAEZKu6O4V8jKxUvvvvt+OR7HpjYXLlx+cbi0d/vW/XF9+9TZUxy+\nsLezd/XqrZ2dsXNuYWEx7w68c4jVoxfGDlSI26S9pOIdg8CO1MRMHLU5LDI3MCoxHDnHrp1IBXZK\nNldH/JOG5zcP390t39qpvrLWBfAffmf73/nW5k+sdf/ST53eqtK/8TsP/s2vnP4TV5YeFPFUL/zt\nD/f+l3//w//D733hn39l9X/+E6eS2SsrvX/p9Y3/0zduGNH/7+bOn3p59W+8tznL0WOy58wtO8Gn\nC/zIKWiPvGHzYl4EY51la9ojfokSEZHOfpBY1TQLrtfj5W6+3M1fXfRLBm+2V2GnKid1Xfj+xV5/\no780ID+KbjLR3Un9wnK3G7IXTm/khDVyN3atbtK0KEpRqepC0rXJ5qX117/0udf6krSJdVXfH+3n\n/f5gaW0XdudBfetuWaakzm2Op1t7e0lShBdjMRPmhiA+Jw6SNLUke20tH5kxZjpFbQoQiWjdpKpO\n0hjIUQiOoM140O1cunjh9OrqrRs33vzmm3u7++Cu6wyI2GCS5MZmuXfKTY2L/f33r2//1rfe8xj9\nzM9+5cpLl5ppunv/wWg8Ge3u0GLv9MbqlXNLr7/6MplOxvsMCs5FkeXF4auvvLRLH27t7sVmwGRF\nNfXeZZmDiSpU1dhWV9cuX37x1vVb+3t7WvPSIF/odfI8s+CH3u+KwQQKNUuSWuUSU93eHd++v/nS\n8lq5cH9vd6fTyTu93vLyaqObk+loPNq/dP4lEb5/90FKUteNqrJzWQgxNrN8uwP/YptKoWoiIiLK\nDJhzXiSZZexYzDBzLRpaY9GWM2pTgZhUVEVdxtyahyP14j4peE7zYGYM/MN709Y8vLaUf/WPXbk4\nyAD8pW89QEr/03946y9+496ZfvY3/tCVL6/3fu1Pfe6Xr23vVfGl5e5+nf63v/rOf/7du2ogdn/u\n82cvL+S/envvbpnapwBzMMURct0nOMFjBJ0lMz6x6tZ22Jx901AvGUtIThOxkRmTmpFZIk6OGueC\ncElpzKOlvttYyF/I6RVHXSY/iQ8tjWKzxb70mbm8N3bccZpwty6uTnWrSOuMc6G7mmeDWinqRhev\nrJMjn5ru3bFcu1Hc2dnLszQQrHvrQYvYmKRpd/327mTz4b17RRrXej/62vXgfIN82mjIupr1UDdQ\nVVgyEqNGXRJTBcxTGyAxjsQxZLP6KQAbq4qlhsWpekcuR55p1Ufx0oXXzpze+OCD69/85rcno8ov\nnhJzQk6ikESofXtn8dt3po2v63ubN3fq7ZG/+f71OmZV5dc31pQCOb5yduWNz7z46ssvnlkfqtYx\njX2mIPIu1k3BhnOnhl/uvvjNN78dq23vUnC+2w1MGpuUoozG41FR19kiLDPLqslUirrDC2dWQq/P\njtNqbHYZ27FM1DFC8gkayZTJ7dX83p2dbL332msvL68ujbe2q5pv3d2ZTG6liODzELqw4uHm9v7+\nrvN+aXlxeXkxz7PJZDwtk7O2KoO1mQpKLGaaJMaYOwdY5vy0Lk01OEZM1JKTD35aEQ0VJYaIpLpJ\nVcN5xq2H4xON5zEPTPj5je5f/pmzLwxCIbZfy6/dHf2XH6T/6PdcBPDNzYmlaER/7PLav/7lM4Fx\nZanzH3/r7r/xd99e7X7xj7y8Pq7Tf/6tD9cXhiG4G7vTv/o7t37+/NLDSQk4kJoRGZnN6pUfL9R5\ngk8jEimAgxj+E/8+DiPpjAhv8OIIcPARlmCjjgpZcmokHWou9tJnuotnljtrjIawX8smmrFYmTA1\njo6ImATv7bEmGdc8qVIttuSjJBSGaaXXH0zvlU3R8Qv9waCXjUX3KeyDTp06e5/w/u1RUYtyuLtd\nPhjHsirLSko1UZdcloBY1woW9Swh1TatKjVVNQWpmbZjFDmYYOY3Y229Sq08gcEpq4hJw7HhlBy5\njrOcm9PLg7Pry/du33rrzbcm4zosb5jvmRBSgppBwXyvWfrGh3d35MHig9ul62WcOefv3Lq79cLF\nU2dWX3318tLS4qlB58KF84NBH9rsj7Y7vUGnazHWohEqia228tx6N75y9u69h7syHQyC985SMoMR\nFWV55+79EntNTQ8f7vrFjcwzIXmPzCfycU3Hm8i6sTsOfZCpU6RIBuezkvv3i0T3ty+8eury5z/7\n3d/82u60unr9LhoZDAe7O7a5te/z7NyFc0klRe0NhotLZ4aDodnD3emHB2VikoEMCoIAZEhqCiOy\nwGyWCCmwj1CYUBuQAtGsGnZSTWRMMTV17aqAniPnyGB6snp4Ggue/pPfc36j629Pmn/m71y9Na5y\n6J9+da3935t7U0vNci//oy8sNCJ3J+nSQv5///rV3//C6h+8vPrhbnFxsfu3/szPv/1w/8//3bfM\n8P99984vffCAQ/h+og0n+NEG/zCseDsfbKOB7fkPyho/Wk6YAQI4tM4lUoVAG7IIMygxgsdar/u5\n9e6L7IYwSfZgUuxOJmPPyWUJFEWKKoparoPdoqqqRti1Sktrq4t1nW5s7vYWVnwn27rz8Oq0cuyZ\nmZjNQCFLcO/f2rt59YNKfd4fbk1i0XREhCij4NmMKaS6rqoKHCSZaqpjM5XKSM1Y22swhs1UCAit\nFimLNyVwy3EzQNlETJNZMk1KGhvr5La8uGiqH3zw/v5kEpZPhSwvam1168AAsWOOlD/YLboy5VHR\nBCmnZbeT595382xh2Dv1xc8NBstpvF/X1XQ67XS6XRnW9b4P5LMgZmQQR01da8KlC2cBpLrs9zpm\nCqa8k3lBnicCVVU5mUgS3VhZWVlwywvZ+sbY97vjqF0nOaWA1oVgBoO2pFSGywy0Pd29dufu+bNn\niqouy5qZMnZlKR9cve5C+PznP/PFL31xOq3efvvdDz+8vbqyv7a2vrm51R2IDzDVVhs8adKD6g4i\nqqoMY4aJmgg5B1Oo0gGJrXVIMiBqRgIhbZoUY9tBssfrh0+kjfie5sH7cGhLOCDlTNT+j29t/cWf\nPH1+kP2PP7P+2ZXOl9e6m2XaKuNaN2yOpwG6XVR/9hff6Tr+3WeG//vf+1LPh5+9sv4v/PXfuLa5\n/1f/xFde31j8d3/1bUnCjplaYSaGI3IMZnLM7Bw78FOaTnxImGj27T+FeeWfEA5fyDzmq8URP7vK\n2rxYisMRVZ7mMa+eNNftI4mt8+0826LO62Idtc9hhaWPiu+juXRUJz+eiYCmSqEO1A7HnjjGZGY0\nezLkiEtztfoeWNWaaJskhUtNLl0u1jrhxUH+pYXehdydL/QDyH2xW3W9U0OwIAiJEK3xqV6uGlar\nGhm54Y6SRrdWjs70Oi/0enuj6rs3d/un/aUXlpe3u5N0IQqikW+qDqceVdeu3RdQg4Upd2XPxDJz\nPWUkEyS1lEibalqpaDRJ7QrArGE0EDMxA4xIqVV9IGNrmd8HA5MAeFx3yzQTgZo3MalIe7lbWlgY\nT4r98TQbLCb2sVFQB6CZirKpqE5CdycsrHTPXBw/NBmv5sXi6d7l82dfPr++3Ac70TitLNudFOOx\nmZXj0fTBg/unT/dWlhcteUcAbLnfl6auU3FmpTfsXPEuqCU1MUCNlhYXXn/1pXduPphO9swIKWYc\ncu9CCLGcZMBpN94K3Xs83WFmVpGIQGZokoBCNBTW2VS+Vwl6Awqxk2en1i4tLAxGo9G1G/cXl09f\nvnxl/dQr+1/94MbN6b17DxYWYp51h+OHF15cLJvaOqIk++O9RlwCpWTj8ThjXcjJO2iqY0XdQW4p\nNXHaXex4xzBDjGTIgqcstOsITUJRcnIEhmp98CkbgZj46QLHR6snfUyY/+KOw26iI7lM36OPH3n1\nYGYw++vv772xmH1hpdNl+9q90V/9+o2fObf4/vb4z//05a/+mZ/8G+88+D9/4+bNnfH/8EsX/9Uv\nnbs9qnaL6t/6xW+aJpj+uf/iqyG4URPJeyJvRMRk3Gr30RMKfic4wfdD14c2ucEAUzLizOdGbEZm\nMLNGUSCM1N2rbCKxZi27zbDnVha7X/DuykLv1S5d8DRS/COmUUJjtJXCNJkn1y3kTKpPL/curuUM\nG0/iB/djNSnHRd041w3x9PoSBri+Yx9Gv7xXr27Hz589dU3rezvjSSJ416TSU0NOEriGq8nMBBAn\nMCVTkqSaIkmsq5gUNYKoM2UyqaENrE3sIZADN1FMExErMTEZUzCfUQagjUxb61sHSVtAkpSYErtK\neW9aN8rmMmJ/UNHm8XhAQCTaDQvp9NrL61yPr2l1v7d26fKZ85cvXvA+7k2KUuz+eNDrX7h0+SyS\n3bx17cHYv3/92soenV7r5yCVlFPIUBKb5YHgQMSMFBPByJiYspx6PQeKTaqq6X5cIO+63uWaSkha\n4smKw5KvYEk0wTEswAjsAGdKyAb3ivJh4y689rli9zeXh4Nz5y44F4ri7p3b97/+tQ9vXi+aJnU6\nK/3BdDgcdjpuWuy9tLLhrS3em0TJBRdLtLRnQRIVGLGqg9KsCLYCBE2zICgDRlBSO6h7KWZRrIrs\nyPEndNVwgI9sHojIzAqxX7k7eWur+Hs3d//BH3/t951f/ImN/m6V/sGtnT90ee3Pfu7s37+2eW+v\n+PvXHt7aHn/m1FIVFTNyPRVNJEnkPJHDLAuOmGCH+Up2wm09wfeBiQEGYj1YarELDK6SNE2s69gk\n2Ynd3UaqWKWcOsu93kZvIdflLr0QshcHOAOgqfaqdCu6JKFJtjdNMekgd4vd7NVuvj60bCrEWBh0\n45q/eqPIgQQhi8tLYXsUbz8cjRPS3vg2xTMvn14dZlu7kQ3gPKUmcSJFAhJBTM2UzBBrUYrCKUpK\nkWJT1XVSNBzaCwpQhAwhZMSBXXDeE6uIqUYxgSWVZNbOqtDmY5nNxrWZpjQZiECiVkXJu92Qd9O4\ntiAAzzK4ZklcRjAwR84r3z9z9nJPvUw6fnnh9Mqp3Pvd/a2izqizcPm1L6yun6a8Z0U1reUl8Ju/\ntb03Lge9HI6gYqaSIrF5Dp3ci1qMEZK4jaQ7n+V+0O+y4/3Rfrfbu3B2KXgfm0KTMDSj1A/cywgq\nUEHGQOs7dK0rzHWXqrL5ztWbn/nK5156+crb3/rm7Zu3p5O6aZqyTDf8Q7O3u93OxsbqqVOnX7hy\n/tzZ01VVbr73zaooXe6JKTVRVZOYgWCQpCJiYKJWKnQW84QBKkZkRlAYsSkbsRGzQVVjbKwsOXcU\n3BOiS59APDex1f7pi8M/+eLy77yyvNwJ1U7xN9+9/0dePvUf/vo7v/z+0v/iZ1/+6s0tqN7YmdzZ\nnf7DD7dIlJgBDxiIyBE5Z0zkHNiBnRETt5lxDGoVZT+ht/wEHxPIciInICGnxIl8maQWG9VuXGFa\nad1gRNI4113MBkuus+LODXBJ7HXBL4C6gknSf8jTUUQ9WW3EUtOESbmmaS34Ux1kPUzMth7eOpV3\nz506NXS2hDSNFTU+qmxuVtO98uEoRRqUUr21UzT3Rt1GF4oxR1Se6sjmh6KqBmfmkYtZUrjmIRRJ\nfNlYjI2lKpopc+NAUAIcml6XM8cBRGaMxAbnAGcUNJrA1GAsgSUDKWBQYyigoko6q1pPBq11q7IL\nL5xaOnV+Z3LDROAAyBN58WZm04Zu69p0h69lW18+21/ohOzMqQ6Guzvl9qTIlk4N1t5YfPlzYlQW\ncVSWO9Qts8WF85e3H9zenhah7/p55mLjJMWkALELCiQRN1vZCHvH7Hs9eC9NrKUuenmnm3XZas9K\nqRjKeAGdIZVgARLYI7QJ7zP7IgjTfOP67vTmzuSzl8/du/7+B++WVaX93qL4wjnqdjtihc9lud+p\nmgc3bj/Mcrd9f3txY3l5sFoTUopFU0TJWwddVI0iZjPS8wFJqTW5rc0VgKAKFTuQ/DfTFKNOy06/\n471jzIlJfILw0Z1Lqu3s45WFbNTI/+f63pfW+794beuvfePqh3svf/Puzjfv7v6dd+9UQmBuxQoA\ngmNQIBUzI+fIwZjIB2JHzGAGO7TW4nE9oRNlvhN8P5jPRbkRmyoaSRPDXpPKlMbqStGYWMAZbDkP\np1b9who4h8RtWFgeDpYIpeDh2K52uTEugKxpUBa9VJ4ehgvLedx9eOPq5ktXXvjs5QumdP3BCJyt\nLyw83J6G/iL5wXceTG0yicgkxYm4kct37lfrCCPtNJAmQV2ncR1ITZq8xjbCnKjTJIqKUqhMWjdi\nsfZZTo69M8fKjJ41CxwcOU+UOe+JM0dgB0JtqZJYS1OZTKNNII9YmIzU+paMopGQKQjJ6OFeudLo\nqQuX9opme2vXxEBtAsXsQyMi7gzrSA+TXN8qP3OGlpcXaHEpjt1oUpQVDXunFjZeizlPxsWomN59\ncGcy2q3riR/6vAzVeBzVu3xIqHPxaFIyEDgwmTNHxmRmCSTMFLwtrw5fff3KUndIZE3TUO7zkENr\nJ9Fp02FxBFFq7eFj140C5qiz4EN2e3P7C1d6v/unvmTp4f5498yZM90us7dOJ/vgg++ePrv+0otX\ntnY23/zWt+7evbvRWBaybre7pbWqxBhNfUuaV1WRdFAJ9CknkZoYCGpGpO0K5pFPTk1i0qrSJE+X\nBPoE4pF5eLY6hc1yS9r1l06i/t6/+d0Pt/b/2jdvSFPvF/X/7u9+KyNl5rKJ5AJgYIZzBCYzsEGJ\nADiDAzsH9uQcnCfnyTlybW2iA6UKmuvD4SDP8dx+86Ghj+1xPrffce7A+Uv74XfyI4BapaKjT98K\nHz829Ubz13dw6CPNpDb/GQfOkkf/+aggHCEmiyLTMm5X9aSsd5JNwIm4Dl1lD5+BfK7NIKfVRVtY\nQpkw2R8XwljoG2xSYHO32oaY+CJhUFccm2WP9cXeej9d+3AnjsY+iWdvOVzWa+ri7OnetTuZW+wt\nruDt79zvGvksbyb7NWXIurtllepIxGaSoORyo2DaODVWJRUYWg2GqNqI1WKNqKYUel32wTsOTh1T\nDtoYLPSzbuZdh7PMe++ImNW0hjYWI6Q0vbHTjLYbhrapWzojcbV5XK0PHUZubzK9/2D37LnVc+cv\nTCdlOZnOtMoe6+2TGat6cdm93fHOfm0LVhRFNXajcSGOO/0lXtygQMj9e9ev/vZvfKOa7l++uLFA\n1h/2JoUla6q6oLroZisGV0fzjskFOGYQVJK2468x4dy5s1deOa1F3N/d2tndGQSfd5mJIAmS2IQd\npJ1WMj9+p5zrdJdDlL7r1s3maH/3sy+90h984dqH7w8GvbqZ7I+3mlSAZXll8Y3PvuGdX13Z+JVf\n/Qd8+87CcKHTzWUytbZaVJvvRi1j2B5XGJyFkQ1tsafWPrS31Gb5cWQgNYNaTKrSvqb0RMbd/Aj1\nfJ/fcY569pAN4Bij3fc5l59VbjuQ72lTMAnIyXBQyWeGlgFkRGog+hd/5Xqqm9zztKosNR3HBAsg\nZpqpJzkHZufcjLtiBvOt7J5r92HXmgdm51zWSi21qwcieDbiQ+qJh3lK2RwHxrt5ntJhhR83F/qe\n5ynNs5I89AjxpKfv7bwK0zwIFo5gJc1RsOY6eZwCakdJHqVjkKCOkpP6KEu3lrkkZEXefoFwxqRE\nRsFm04JHpA6hXutFyUTJhGEx1kYGZ8gIjsxRUy22XmcNMFb1TS5KCSGGiXIlac83D8eYlL5swrZ2\nogP6CeLY+35DqphOootu4zRWsumoCsUD7zyvb9pLK9mrXTxk3BC51e0Md3q1wOeWibmYXt5Yen2h\n58r0lTOXyo2znV73G9++JXnn4qXFAfXXyD6/UoW4vUQrV06v/Pq1W9M0zrq+R6KWckKiiHag0GRx\nbM1EEkXQVDNTxBRVdu9WWlR1rbVmGXd7fmkpG/Tr6SSU42WyleHwyqkr3Z7W9bQcjUc7e+PdvXpa\nxhR9CP2lheHy0sLy0spCf+Ps8PxQHuyORtN6v4iFehDH5IEAUsJM9EEauXPz/rA3ePGFDUf8znff\nLSYTzjKYaWyMyGd5FIbrQ/TXei+9jvJcNcpo+06d97/8E8Ozb0zCYpZ1HsRR7vPtYv/rX/+VfnDn\nB5/zXbbYWeldJitrDZ0hFzqtLSVt1EQjNVF83hd4cotJbH93HKW3vPHC5n7c3L0Ti+31Tl9Cv3Id\ns2x/r7j7zlfTvvvDi9+5s7B+9fIbe4sX4fpwG13LjMgy7nLUyd7p7tL6ov/t33pzy61P7+3+9off\nsoga1bQYhzSqN3dfXF9/7ScuvHRBtq/I23y6dNWwSeddNWmaAQiDddQRSmapEl/JMHRclocmNlpO\niADSpq6c9xw67JwBMdWOpgHeWRBVEQnTcnU/rOR0s5+N1RrvEXsGsUPf37x9MCJ76kM2a7Mnnvz8\njpL2nOcppTm31vznP7/Pkfge3/pHdC4Z+EC8oEwa2rgyO5AjZyAilRn1iBnExG62LKCZgCYBzPZo\nHyJCG6OeEdMf/fuJJgR8QkFmWfs6HlAtyeggWjp7AwCKLnGrCAFjNTNk3ayde0k7pCly59p8I9Za\n1aBuR7Im0rTEZoNxjQKhaozMuuK6xLlh6pxF04jUAFCqGlAtjToKxpzEkmlT1sEtQJEY0bRWUmMz\nxMqCYWFpBZ1we7uyunrj/PJS3nv/1m4xGZ1eW/nwg/uZx2deOvviy+dHI6IOLfo8XSNtP+0n9ToM\nBDb2bS5zSiJidZImppiiJJ2mZD6QpADr5RmTynh3GMLZMxtnlwbd4NN4/903r21uPtx+uDne2mnK\n0ow0NjBw5rNOZ+X0xkuvvHz65ZfPrq71u9mDzR3WxHUTBSBLQMv9M7CamqUmljdv3VQ7u7GxlGWf\neeedd0ejkaXksszMYjUBByAAHNGrkzUxjkpsXPncyotfkXxgTUK9xSbOhVdfOP8v/vE/KuWkZylU\ne4IaqB01nsyDa1NmF7K8biQ2SY1MCcQiUlZNVVVitHP//oPdmgllk3b2xy+cWzT2YqnX7ZDp5oMH\nMgmjsso3zoU1Bx/Q6S34hZTStCnGRdEVG5w9s6N7f++3vqm8for7WlaxSd2lXq+3Cumwb96/fnf5\nylJnYTn5jnOxqsvRhNQTE8GUTMykDTGoWlQJzhEhpeQzOOfiUSVpFVBTN6syDjOTlCQmiH+2nOWP\nLT46c6n9h0BEYDZ2xDzj0pIYszERMZwj9nAOLsB7EM3UWInQLgtavhK1S41HcekDK0JER6ixHoJ5\npBzNmfLu53Nsbm9/p3+pWDgTyX2S3YE/wiDAH7hoZ+yZg+kTzbxLBJA6bcN5epDjLG2KGw6cI4An\nhmmZUorTOsYm2bYOp7Xs1ryFoK6TegFJFgdOt4wFjsgitZKZVRWZktUVgqToCLmBm5TMrCymeThj\nZlHRJI1CaqTaJvZyTHLnwdhYz6wuFkLTKfqLwxfDC2HQu3nj+mYxPntmvSrduPKqSAYB6QFtyAxK\nj3Rg2kw1MuKosUlSVE1RNykmUbMsM8LC4mIv7zR11ZTl2ury2VNrp/odjuXm/bvvfeubH779bjMt\n0Mr7qcLacG9QoenueLq9f//G/dWr11/40ucuXHn5xYvnNtbjjYc79ze3tRFR06YGCM4btbVtdHt7\nW1UvXriwvr7Y6Xz2gw+u3b51O1VTeE/BmySoA/korii1LOF6ixcuv+HWL++MtovpuKwrW1uqreh6\n99Kl88X+7mTzLtfinMGZBzxbcFDOspxDlCYWZomIVRWOAcQmjkaj/cl0q9wutXPu7LIY9vbHIu0l\nWq/fGwx6JtEhOY02GfV7ue8OY+g5yaqqqYuSyIqqvLc7unJ6+Lmf/JnbV3fPdpZOvfrGrVu3l86s\niQlRnJTbt+89zN+mL3zu5QtXXtzcuRt0FAJ8N8/rBtaQzVLkALTRiIyZQC03zDlPdMSM28y0pUu3\nLimzGJsYG0gGf1CG4BM36nyUeg8zJlz77reTf4Adu3AwY3IMI2rVuB2cBzP5jLx/bBuIiFrzgJnC\nEhGBW0nrJzwz3882/PTwG3/4bP16tjPaedBzP3X51c/+Z3/5P7r1m1/741/87Ac3rv5Lf/Z/9Etb\n9P/yv+s5b8kJnhdknMUOMMtmBnAw4MOodZ8pyDyK9n1Q8i1fkJCRMeCUQmtPdutYio5ifV2WJhVG\nwiFookbyYqmZLDO/Nq5WVsKpteVhN3737Xt3723fWTx7n3tTDlYHJ8k3yfeKfDi0miRxiqomWsTM\nPDVWBS2bVKUgCZaMU4yJdlO9V1Wy2HEu3Lm+Fcfbn339xYt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ZG+NdTALvKH2K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mMtAnQhpBS0U0OGDDnvpjvTl/ClgwDPjp7f++gj56wAhpi6LjpvERENIiopHO5eNcYoQIii\nAKV1RQnMokgA1Io0IgxeTJbAGKLRsOT4/PTkVBUQLRIatCKwDtEgONKQJHTIGeUaY1sPfbh6Zf9g\nb6eOF2XmMuuQoWnqlDg6bVi9scAVxwTQIZG1GlC5A2ecywuQ2oK8PD76bYJhtQrd/rl1kTOCwiAL\npwgAhGAJpOq56QIeRegnpQi/9GX/cy2un6RL8dNZT70d0ie/M0kAgGJC1+5OGz6uz86gm4GMP/km\nAAGJQApIQALAIC3GTv2QNVcswYJaXYO8oxSL0Y7Uvz0yLx/OHi2DNrpaVdd3ws2DcRG+8Ed/cS8N\nyr7TaYJ+87t/vjx5FrtYn53eePPazrVt79I3m1LAAuWAa1ACsNAaUFZmSAIirAzOgwowu6DImvH2\ndunGJSxa/vCifn8essno2p39an365O3l/s5LgwHRYNx2K+vMxRm+//Yz60O3RtQV2k4lW1VRkxkq\nTDAfy/Z7T95uwuPPf22/i/eSDDFgnC8Azb2j53/8vfe//9b7d+0rV2/J6MDO4HhvtH/3+sHxOtz/\n+jff+suvlyGuiY7y4f+l/O8CaC18nlnwjoschmMwBqwHyslagzaaTSOIwQE5+EQ74kWXCJCJVKwA\nGxAPxgI0IATERigTk2zDAqItYUdoFIlNAebSxZMsmFLtGKyOxheAQISARGQQTWacMWoNWezR/emO\nhcxpZrkwiAigeFrHjqFOcMH5iqlK0iavSUAZpAUEIO9oMHD22t54dqLh/KKuujycYFudmt0frWhZ\nTo63D+1om7IBtl1MiWNMqQFFQAMsIICKVhwoICjHzjiymc+GOYFrV5A0hhBSisodxA7aCmILKUEX\nIEaQiPxQuccpKbCgAjRB2k6TAGBvx6bqwBpfDIvp6OqdWzfffG1859ru1YPB7laNvFLphjlV6dJ5\nEIkIQAkBDAFABIkgAMAq/SsMyqJo6JJg/r90K3526vBLnEN0LvXgY1RSUEAlEk5BDPvRhHjX4qpd\nJFZtcS0GR3ZqyYd13XZtE08dwGQ8zMd7axFR9d4UZUF5IcSqhpxJBAKJAEhZiNUoODSeRJQjdxwk\nKSI6Zw1aV/q9Yn8c1Rf+0eOHZxcX49n2dDxru9jFQARkxFo0HuuL9WA4JGNiF5s2MMDFqkqiLs/L\n8SQBdETnFw3kk2QyR1iW2WyctW1dVW3biYKzzitQck7QxoBNnapVp8NS28AxpkG7XKxvXts7KH1q\nOxTNsZDQpiTOmhDa83U0ZpnnWVEUxphsWNSpWZysrO92r5WaX1jl/e7kn5Sfe2UL6pX/JlyL2RZV\nQ29aUAiiQATGU1r0Yg+izihb1e6XpZfyn1+/uubSZvWMirIodnd3m6a5H0KIAD/ZhpB6rU4AABXk\noNwiG2UHZAFAgJd1d1G6pbUnndiz+u23Pzq9SHXTHl7N9ndf/9rfffWsiv/833zn+XlcrgpptF52\nD99/ZzYcxKa+ePr1v/s//g+v3Xr9u+/GhJaNAzSgShAlt6CmV0wD2XB/ABSYoxNgA5HXVYg1lDne\nujadDr7cQB47e/6sOnkWd6bWZ3a6a+cLAM0X89W3/vIHt1/aWScYjuzpyWKYD+cXSw7lxN0YTyAM\nzCtX/+vtrXnQ+PT+nx9++Tq4+myd/+gHP/rDv/gmZ+YLX3ztelp0Q7+1O702+eo4GjyN+M0/W/ze\nv7zy1o8Y/NFg8KOyPEZIRJp7GeamLKAowHpAA8YB5WIMgkFJP/UJ4QUtYwMEbFCJwUIyyEatZ/AB\ns0gjMAk0CbkNRNVmYAicJQzW2jzLkjHO0sjPmAjJsHGIG2gBSkAWr5wZcB62ijE5Y5xJFhNAUD3r\nUi26CBoaiXXi2HdyInAL2qAhRDfOdGfopzqKx+FseSIdHxc75zx+S8ZHZmpGB8Oda2rK0DK3taQA\n3GdYCphAN4l1QDUGe6Ssz7JiUAJhauu4rpWjhqCxhdhAShAaTEFTohg0RUxxuGoYNHFS0T55YmZJ\nAm0LXQfMaIx76ertN994/XNv7F67Ot3dcWVuhkUQblJMKEgU6+ABf2mOSH+Fi/QSg7DBNlANYEGg\nPDza+pzJr6XB1ZV7GELdhHlmyefjxMLNqlsv6vVzEU31GGJOyMMyL4oxACZmh72G56fCnzHG5BkA\ndF2IMahCnuemH70gijAIKmCWFbs7O/v7ex+8fz+GCAhEBLABEMcUNcrFo+PxZFwMBkG1brsuxkXV\nCYDL8iYmFllX6+WyMsYpYEjMEqfT4XA8uZgvj07OVusmpo5ZjRsLiCTByEC0hiZ1bCCNcmm6qu7q\nwdAxc6jbclCWZRlCFJG2a7VVIjI0RSQAJYM+hIuHz5rQZWQGh2MLqsBOq8nu3vsOH508MzS4oFVn\nCByCEoCC1EICZBgJtGaJAgwx/1Vf9F95eHDOiUhi9t5PJpMszwOkT+Q0P+k+UQRVhAjCKAkkAVDv\nl1Z1cbFqVgVfhABx3oV1VceqCg8eHHfdK97inTu7oOnk2TObXwWA0cQNZzCdFC/dfK0ZhcEof7w4\ns1QqIhMAGlQxIOAcKJAKKQAokzKEvnogo8hiLH90/8Pnz169c8ccbG/vTLY+fFrde3L64KPnR09P\n33zTJA4uM0iAjKDp6tW9r3zltY+enjmzfvxgXVchy/HtH30wPl2fzy8+WDedvrW9PRPsxmVeuqxZ\nr//Fv/w3T5482TnYO7h5BQmG5eTm4ZWW0w//4E/P3/3A1J1//C48fXY9c/cqWqtZZqOUZWANZd4M\nCsozk2VsPBABWkBzGW5/+jXq59RyaRwJGi1ETzFiQhEUgRQBDTiLaJUQCMFasBbKrCDrrB3kubrS\nEGbOMaEiEpIigKpRMSIWpTAwyFzu7KAYiEE12GqqU2qF503TRl01qaqkqUMIDMAADCpoyBlLzlnK\nGFMEV5FfggtJjitdQ9EMd930Cg33iHwXUoyqdex1JsDaTQLdy4AjKAKDemuLrHDephjaVZ3aoHWn\nKXAMGDqIDcakbY0cL13YEjBjYE6RY0h8CWRQAWPcsBheu7J/8+bVa4cHX3xz/+BgMB6ht9bbjrnj\nJADOW++tKCRm+CWJIP1Vr0uOymaqSJCUAH30wzDZd/koFmUx3nVdY+PCKQPB6vj5en3armOqAyfu\ngqzbbFy63DtrHCGFrlOxzhsy9pNYOAAgRCITJPRdDOc2SsC64XaoAoYupKTXr9+IUUW0aRrnnGoi\nQkBNKXZdc356goYUsQ5x3TSsurt3pQ2hDWm1XK6qarFaClvrsySqWHdtNISD4SDP/WA4WNXdarma\nXyyXVcOpBUUHSOiFQ9QAKMZkRZFnmReRlFIXOnyBwDDOOR9jYObecSkliV1nAXam0+OTk3qxzqaZ\nzSxohG4B7G6Uh5+burfOLmrNongBC2RQEjCrEAABGlBAQYJffe3wVxAeemCAIoJqlmXGGNBwya35\nbGzAy4eaogbkDtkaCdwfJ1JUWnV8TnpC2MU0neU22/nooyerSldVuzMbXjmYfPVLnz8/6W6+8vlr\nhwfGwDI847qebbsvvfnSd54+O332EcktpBzUgaIqqDLaTWLSm3IbA4KoKqAMoe8my7P7T+tm7WFo\nyFys14uT7t67xz/4zkOuW0OKFEezoXVWAqgJu7uDnZ38vM7nZ43FrAvKyg/vnb422yWbn6W2Wj64\n8/LWF1+/Q0k+eO+D82cnO7vTN75waGyzPS12diZbmn34o/e+/qd/UX3jrXxxOgb+glsd2GzmzHy2\nn4ryfS3SZAzWUuZ1kCUyYg2YrDdU6m07NxIiP/UagWE0gOnSFKzJtC6liSCqXiATFbAFFKUHUEK2\nFHyB1rqyyKHz1mTOGIuEBFCoqoKKskICkNxCiZhZu2V1lLncWSKbQLrIFxzmbbtK8em6SgHaRmIF\nqQ4QBLLYfw5nbJFnNs8L65KsT9ZaiTvGYh35vXyHBzPeuaWzu50bVJVwT2kOrKLQw0DpEjttEAwC\ngbFoMgcg1XIRm4qFQRK2FcQAXdSuw67VGKFpMAbthVQTgwhyNMKcUo/yBcSdw6tXXrp99/XXDm5e\nn+1uD4bD5bgkQ00IkVNPIkySrPNkSCODgrNG+K+F2tp/6epBC7SBtaIoRfBMRjw9H1k3iE1sXKoM\nKmqLEoWDunuL03mrodAscYyNzruma+pxmc+mW84Vxhjqq7kNjnOzVZkTh44I+0H1pmLov2NzkyIo\nsHCMPBwNtre3z07n3vn1ulKNztssMzG262rV1E1dN0i07rqm7QSxbbuQUteFuuu6rutlwwFUJKUU\nOUVQEm6tge3ZcGd7K/FeXdcPH52dX6zWi7V0IaSGCBJG9ehcMR4PJ9OxgbpzLqU0b+fW2izLJpNh\nnmehC03bqKq11pBBgRLN/mjsBfJsgFWQNhTOZL65OH98bTr7e5PDPQ7/upYzoVoI0BAkEma1Ag7A\nkSQrYhWaX/1F/ysJD6qJ2TA754bj8SJjbV5Q0PDjv+jl17560I7AGDCsBqRXxLTJl2vQ44QzY9fC\nOdBktlN3D959e/Gv/tXbf/fvfTknfzC58/qtOJyMDKb58vxkbU8fzR/QuS9m1w5ubdN5Xgc1pnMJ\nSECTQItcEFEfnZFAEMg7BVVNSArMaGS4VVy5vj208OzZ8t3vvPfkdPzej548e7IaF91idTYc0Xg6\n25CBhdbzLrXGkSsyPxy4nLuDq7N/+E8+/9KXDn//9//DTmb++3/0m3/3t75y+uThH/zRnx0fH7/x\npS+Np2St3Nw/uL13/fTZ8Z/8+3/3o//wn1ZPnx+slsLrNHBvTfKHwz1rRz+YfO5bgX/QBCgGkHnK\nc82znl96Kd2PLwDw8rOEByQgAxAIGgM64eOt6umsPsltZU1hTBFzArMjeEgUk7Gdy4/yPXFZKHID\nBi2xSUpBgDotQAREbGpNag3IrPAjp+MsmzoovbGEFwydatWF512YV92y7c7nnTDGTqlG6aEiGWy6\nZJmhYmjLwQV3Vco6uWLolbNi2Eg8276d8gmVO0ATCQai9op4rreOQEjK0BO9DYIBsmicGhQIVajW\nXVVp01oFhC6GcwgRQoCms23UlDB2kKIwq0RlVtU5GQgdAPor+wcv3d67euWLv/Ob+zcO8/Fw3lRr\nkVhmgRBA3TjzCpxERCQKg4CAqhoy3mITf9r1+Gu7FEB7b1hFkQAoSNGWLeUG4Jili611zoLmEkvC\nSXln/vSiTh/utxeqC00dUogodd2GwGVJ1mYIooKXDuSb8pUTV6tl27aImGd5nmd9Nw8RrTVEBgkV\nkBSsRS+6vbUNQkR2fX6uwIiQZUa1n/y7pmnQoMtysq6Lsa6ryBISx5RA1Xuv5JEMETlnXGZCiAAR\nAbw1w6HJslJ1MB6W52eL+fm8Xq7Xq1W9rFICysB6JavM0WbGOiciVVV5751zWead86lIciEhRAA0\nljgGBYldcNY5shDZMEu9tiZN0d5a0gznb4zKRwI/7A6ehSzStgNj0YSECVVQQCUhJST4meSRf6H1\nKw8PxhhE7LoOALz3e3t7zRmcP1urMJDdsKZ7YCuaDQECTe8TCyycIjoms3G+BWMZuEnQkhlY17aS\nc+Mcz08X3/ve2dnZ09y6hw/r46Nq/W6rBElTDTl0jVf5g3//H/+b/+m/vbG/SxenwIBUqCpwEIzU\nmwciKCoQSo/i6R+0Cj2ba7qzO5hiiN3Tp8++993vPVptr6s6sQKgMLvcAoq1JkIyktdrBi69q4yB\n/YPh67/96tXD2cE1d3b2eDYp/tHv/MNMuz//o68/vvduOR79vb//9zuNk2F2ZW8771bf/g//7s//\n6I8f/eB73fGCkq7EJpMtkompMI2JzB9K/Twr/M6VYC0YC9Q//FARIenHRboIvNA1+tTaAHi1JzG8\noDKoEIhFHRotuI7HD3O7svloMtm2g5JMJbiyniQ3KyOVTYGMkCgho6gKaWKgOrWUEiYGDpaDASkH\n2dD5cVGUFgyKCK9TamJYNc28qhdVU3UhtkkSaFSOCCJA2Of4Ji/z0vosQ8T5osohaAseBmmwZ0uX\nTQ7R+MgeWgYBAAPMIAIWgczmJBhCY9AgkCAIJObQtfWa2oZYSJI2LccKugXEhJy0aWMbgJl6Hc0Y\nASJYa3w+ObhycHh45+6dq3dubl3ZLyej6FCcqdomgoAjNcgppZSErTOWRQyRGgMAKopEKaUuCF0W\nqb/g+ix45Gd5Wvykd+lPzyD6bs5ma230dglQAIFAEEARyQiqaOpYErNYW7jST3dXp886IadICoaw\nzHPvc2OsMVZYuq4B1KLIySARWkvOWQBMKVXrSlVlIEiY+QwRcMNj/fjTOuesdWUxHg2n8/lisVyo\naJZlw+EwRMuSaAaJ2ZCZjCdk3bppwPgkUrVtk1LfqPJZQUjWWWuciLauFRFCci5zloiEmUfDPPd+\nd2varKvT45Pjp09S123N8tF4IJLW65Vw33gwiNg71wKAc9Y5V1VZ27TMyRifmKvQVE0SVew6a8A7\n11XtslrlgzHgAowfT3ZfnsGz0+581UWcKRKoBRYiBBSUKL2C2a9+gvVXUT0QUVEU/d8nk8nNm5l2\nT86PTwGRnO+1tQENoAHqyaEONBGwgKSu8Xme5yYyRBFAEwSW6lboh5nvanu+eHLj1uBLn3vtYG92\ndnb6zW/8ZVubEFvhxmZja0emNCO/ZThJ7M6ezv/OGzf/7LR772QVJATKICXAqJgEoN/4CiAWNPZC\n0coJSFVEg/PHK9we+K2tnc+/+Wa8L3WaHp2lFE9CjNdu7X9wXA9GWbUKlGYXz+Cd755dwP2Uui99\ndffaTjL2qCiLyWwy8Ter997+zrsPrDV3b7/uZxQ1Xru2u+0HT9776IM//P3H3/3j5fHTK+vn0UzU\nZcvs2kU5q/zgnWLS2RH70arcjYWPWYbjmQJIz/Pivp3SVw+9MtLm3x97HpChDXxepBdeQFBSMQAe\neZy7uwO/XcdnT77v1/fJ+dnNWzuynw12THdkRuVgfP3MDo+rOBeblBufG2MQVTExQB0EmmBEd1Fn\n3o99dlgUw9yV1rHEqqmbtjmypm7axXI1XzdNG2ISjz7EyG0EBrLWWTuaZb4cuMHYGKybZrFYNR20\nQrVMh+NXYCgRXMNGBEENMIAqpEQiqMwpiJAigs3RIFlFTJISx47bCroGugbaDkLfSoqYaujmqAih\ngxAABJQFFSeDYjIcbo12bt3cv379+u2Xt/d2Z1tb4ExCiAYDKiMoGjRGADpgD9ZbDwDAYjZfN/ew\niiCiNaaH9v9ybq2f6+f8mHXkRtHmp/422fBWQQRBAdURMIACJcoEMIF1CKJJjRctlwqgOjx8SRdL\nPv7+hMS05HJzsLc3m2575xEoxtQ0bYyhqirvLRFaawaDQeHNbDodDUd91x4ARKSX3+jPHiKIIqFH\nJGZpu1ZUyrLMssyafGdnpxz4trPWkrWDJGyMsc6RtRM3DoKKaLyPgMZaQDB+ZK11zgJASokMOkIk\nREBEIVBroJEWJVmSzMftLT8u9rzR2XR8/dr29s7UWIoxGMXJeNIHBu99CIHIOGu9c0VZxJiMsWRN\nSmByR0hkDYCELo7GQwerpjnXGIZpRensH748rkIeLpq303UEEwUhsXOgICKNAKgaxOLnuPr/RetX\nHh4+u7a2Z6vt5vz5cwgJnQN8IfLVt5Wob3IyIQMCoaoAh17HExAVsAFXYVEhpGI08MvDvUnZDQ2W\nGvM62q3d0Vd/6wvj2fzpk4uTk+Xdr/7m1Z0rmvCPfv9P3/72D7cm43/6pTvVH/5FqE+D3QeXg0EN\nAn0a1UNcRIBlY5acAFSR9V7Df/kBHL6Bs73hV37rdT6ol/yM3nNhla0WXZnnxh0NCmmBVdqL88cK\nV2azdjwZlIPU1c2bb76R5e6HHzx85/tvD0O+c2eWFxkW9c7O3u5sa/3w6K3/9K/e/sY38P53xtXj\nLYgXg63j/KBy47fHn19k240drgd7TF5cppkFp+BEP61LA4ibkSzwxv4IN+XPJ5egbjSRjOmFVBVA\nCMllgi4WXoowibv+5vX2wwcpNVKfQmVKrsr5g/bMTd3Cb98oqul5AwlHEaxYEGDQxBwhBhtiYd2+\nL2+O8u3BcG8wZFDu+CKFRcdNhI9WF7GJdVXHdZTAwGpspLbl0JGF8XA8GPntbcfALS+5btO6wjYC\n5yqS2FUyVIUAhcY1iABrrynuuAVtCRhMAGPBGqWEmrATZcbYSldDs6bYYYyuqaRrpauhC8Scxdim\nKLED78EhABQv3br+hddfev2VwZXdcjoaDAY7+UwA6hg5RSRjrWPZTJntf35K+DdzDP0Tl/TFA2/G\n0wwQCMApGVVVAgArTa8F1YJlMqfZgHduZF/I0sVHzcX9ramMM8rLXBVDSFkmbdu1bbTWIBAnZRBm\nMTZaMrkx3mdEmFIKISZOKaVej885l2VZ5l0XUS5X13VN085mW1uz8dbOLMbGGBiNBgpLNIREQVUB\n0djYdM5nNsvA+aqqQwrLGomcocJ7w8Ic2zxzoJxCF0PDIabEmloC8QaHY+N2ZpnZGg6LIs9GhSty\nZwyRcSYpZT5PedM0PQN8uVw465DI+yx0XS1SFB7yrB+LobeIEUDJeVcWSqAhxNWxrs9f84Z3J9uz\ndLxuF2YcMAO/IauWOoAQQxdg/L98vX4J69cQHoyhLPPorIZkLDEDMIM1l6OIvhFptH86G6MqnBhs\nr+7QK2BoYAnsrJ+MRvWNa9dO3u5++N5b3//hu8f1Is/9P/ivP3/zFt27d/Fv/+1/XM+r907vVcv2\n6ePT+frc+ex/9X/6h4ff3zo6blaGFKTHtID2fDhV5Q0ZChVAOQGrGtbTef0f/vQvX/M3vvTKLoEO\np2kwKvLSL0+0ruvhcEAWyrK8wDWAkNG93Wl2wESgygeHt6pV+4MfvPX2h/dm49ntWzfygfPe7O/v\nQNV890/++MM/+8bJD78r1fLAYj7aQkjzwe4836vcqBpst34STGEnUzSOyaeMwDBY3rSP4EX21wMP\ncaNWYggB9bMoSkQg00NDiAiRyBNZa62gMltqDfnxePfuy8vmQxHxmUeEpq4kxsZae3621uJsIeuU\n8VQ5iUiS2Kl0KClzOC6yndH42mB8ZTgeZRkmiYmrpl6kbp1im+RiUaUuhabFAJDUKNartQg7i8NR\nvrszmW5NbZbWbWpXbT2/aOomBkZCUBCOKSVVUEyQIghDQmDAyAKBIAEKKoMCigIk4RRDkNhpU0Fb\nQ1dJ6CB03KygayG1IEJkQUhV89lstLO1fefG9Tu3rrxyZ3y4O9qaxswkVEComw4NkSVjvYKysuIn\nzj0AfIapdClQ9TcQx/qZRSoIAIhyKT6zET0ApY/LmE16pxuNLkzWltPp9uF1k+b7k3xr4Kv5sYo2\nTQMgxlgAtdZaZ5um6rrWe1eUpQq0caPI1OMeexZ0P5dW1ZQiiwo4Veop0NFyMNY57EJYLVdkRERE\nVVLKbAYAMcTACclalztnwVgm03Vd3fL8Yj0oxaBxtnBkjcucI2UUDKDKKcUQMmfQOEdmUOTD0WhY\nZt6RCCPHlKIhtM4Yo1EVAKy1nFIVIxlSVULymVd1PWaj6TpNxjlvyBhSUA5RDBnrcy+Ju9SGOh4/\nm2w3r+9v3Xb+g4vVSjrNvKSgkiKzAJCxfwWZx68hPKhqnvvBeLC+WAhH4waC/ZCFPv5jkBEAGMiI\niKbW2uJFfh8UW8FWrZjrEhfVksNchtne7WtZc/zRvGre+fDk+rXRqy9PVuc3//0f4aOHz4+Pl1qN\nc+N9O7xi6OZw8O6T86VTtQZLVwNu8lC9VFrntGk1RQBVTFpB+R+/d2+3Opr8737nlVvTbDqHohts\n+9VjqqtqUJg8t5l3qEgYmvr85PSDK7sm9xPvtt790fOTk6Ot7dHrr39OJGTbenAwMEkffP9bj//k\nL08fPIj33tni8yKznS+O9RrbwR/s3brI9oMbrcrr4DyQdeMxoxG04BQwATF0n2FBKQMSWOpF8ZQA\nyMKnO93kPRoLAJvogJRy4sxGQk4MIg+Zbrn82vU7+fJuWeZ1vera9cVilYtoWRydnT+dy7Nk02iv\nrlVCAFKQ1kDIDNyaDPeGw73p9CArSyLSsGraFeu6C6cCazZBqEutMPYqTZbAKsa4ynO7NR1u7+TT\naVYO9Khq13W3WrdxseCuc7KhTYIApF5lOWJagwRMiEzAShAQG0AG6Ye/iOCwC9h21LbSVBpaiDV0\nDXQVSNsLQJKBrBzv33hl//rhzZde2rt9Pd+d2SKjySAaDCARAK21lkQ6AABjLJGq9ueqP6Uvzm+8\nLOfoBQwU4Gfr7f91XxaSIgKYSJt5HFyC5EAVVUkgYKkguDGB1WCRR8MQYHR4nedPwMOgcPWCynIo\nmtomTmclEYqwsBqymc+NJVRS7UHRqgpIZAGFRFh6hVcRCTGKRpcZUHTOeeeYoQuxadrzixPv7Nb2\nGElTCrZpWBiJupjaEJLqbLcUFlVm5hhjVa1DV/SiMajBe2tIo0QAsYCUZblzoKwmogFnbJ5ng6Et\nc+OtFaHYirDEFLQxhiXUddd11tqu67rQleXAWhdTdN4VRamqgJrjAMRY43LrkSEkaWJ0Do3JnLMa\nAyLGejm7eH9779Y/2dkNR0/vrRimMzF5UOqoADKY5/BzCVv8F170v/KFCLOtybXr1+4n7rpoEI2x\niS+xTD1+CQ1QL1xoBRSELcAmFVNNglE1CLQEMa3nF+vCu9/8rTvD2c1/8XW898H7f/L1v5gM93/3\n7/7m1774RcXqX/2bs8g03N1fnD8aFxgu9O7B9HNNfPI0tU1Q8ZgPVRkYABNwr9v8iQPuH8JFwST3\nnqyen8WXbsNwUGQjmO6756aez08AeDTYGZZrwgsJNkG6OPWvD2+s19U3v/7N5dHZb/7Wl8uRwiAc\n7l7Zc1vrx0/+0//n94+++edbJ4+GTTNLeGpntWZvzW7fG49PAJ6Ud5kmZAdgJ5A5cCaWBaADdCDR\ncuej1Jn7xHntYSUWEMESGGOdBUNoc/i00qf3vvdo7BGoACAooghgAAhU1pGMH1y7ctOcX9/Znjx9\n8uD50+VJFZ6bwuZFvUiP0vq8wHIykgaBEhgcD/JZ5mdF9sasmJTFoPAeUopt04V5kKXimtNZxEVI\ndc837h2LBUQhgfrc7mxPru5vbU0IgVN19ugs1m1sqwiBe70/4AgCygQc+/mK5RVpB8mBkDIriGgH\nyCBriKLMmAgDQxelqbVtgKPVFjGJRpbOl9n+tYPrd67t33n14Au/PdieFYPCDbJWsWqa3HuJKTE6\nNF6Ikp5KlMRkKM8yS5bNx3vkRXu0uwwP5lLx1uhm/vMp5ObfwGUlCRgmkxAFUQgRDCk4AbvREzfB\nFACcaXTaECirZHIBzZnvTrQ9ThcXmYx86oyZGiREUIWL+VI4Zbn13hIZQzalxGwQtG0bUbXG5nnu\njIsae0qBIWMMKSBfIiuIiJnbpl2vVl3bqvqqqrw3xpKzjoiMtYMsM52r245ZWJMAJtncAwi2bVPo\nLi7O2Fq0RsqMnDNlYYdlXgzK3NsmzpU4y1zunXeAEI0h760j7dquqdv1KmBKGJOq9v2uGONqtQTQ\nfvJKhKqQEntfGCFnnQMjzKzIAqKEYKRnLSE28Xz37AcTfvo/2aX+6Dvf+eBZfvtz6fClerz7zfxa\nRSbmA2x+5Z6jm/Dw2TrlJ7zyM8zB9DMRjT4D0mCN5bA8vH6l6dpnT49TEiULZEA3Ig0qjNYYYxgI\nVAmNKqgImo2kjAC0orXIMvD+qOgwjUs/Gul4LLtbu8eD06dPn377O2dffvP1sR/dOLR7e6Ov/MZX\nD7dH/+z/0T589Ox//r//v6994c3f/uqrz7PmrQf3VtKhGWEPXTIEoIAWerAdaD/rVdGqDcRwzl3L\nKSUAwNz66WgMCMvVKgQZjLJs6ExGsQFj/bOjs7d+1NV1tb+395tf+rxwt7tXDHZKqcK3//iPP/z6\nN+6//cPx4sRJ9M6y8TzeXyZ8zNmTZE5F02QIplRX2DzDwqkzydKGbyukSCoGygLgBZRDETXPczTo\nLJE1zjkkxGyASJ+8oDEkEWFVEWEWAIUQICVwWQ+HtQyk6H2RlQNrrMS4rNbz1aqxKLaoTDzHUkcF\n+gKcs2jz3L88K6ZjPxsWe0NwiMDSxdB2oYvcJgxgOpYmwroNVRcFSFRAGDiqCAPsT4Y7W5PtrWme\n8Xx1MV8uL86TJoWgwNKjdVW4/6oSVQRUUBuQTjlqgv4V0VaVMTUSAnQBIkJkSAIxQGhBWayWg3Jn\n7/Dw5sGdl27fvHtj79oeDmfndtQKR4J13YgxvixYAZCsJQtEAMrgrGM0hpDQhBRD12Xux2U18dO3\nCH7iTnrhkPQT7ppfpiX0z7H0hYCyfvxS/8LH+0YQZWP0gaj9n35sBbrB/G2ATf38jkCtCHHSGOum\nLZCUrM+zkrKOhWODoE1TnZ2cKIiCgoGeLjAoi/HATgbqsiwztldMSiJAxCoSIcuyLPMK1HaSkoQQ\nhNNytVyuFm3blmVZloW14JwbjYfeBkC0zoGzPibTNoGFe0cIY/OydFVd1yF2oeuaFGpQMSSTUZZn\nbjotcGeWZ7m1zjICGYPGGeeNU01d1xIhIQFSTLyqWgwhN4YIWRMRCeh6tVKAvCwEJHIUka5tTTAO\nDWSFcRkQACGRIUPQ8+kMCkIKLTeLZVenbNQ9fW/x/kfe5+PxaDYsHkJzGrGO1ELRy4e+gB2CbjRG\nf1ktTdtHCMHPmIZ8Rozps+IMPwlaJT/W6jaIRJ96RbJqxWdQDreuTU5W87Cw2WAm4GJdYeaQQKoL\nQ+PJcFY3pm3bohgwEHdpWBbJ9DAjeeRwATqhiLq7BGvzs/qdc23PHrzXzde59Xc0q9rAV7Zbf6I7\ns+rLf8ct1915O3/6iKtQPmue/Fbu/s+f3/+/HT/5i04WTakIQNqDp6yazmWgDMgQBZi5BfbbEsJH\n3en3Tx//jr+yvxxsx1lZN+Voq+rW95+cSbFK43ncrefxZDoYnNSLK6fZ3ZdubO8SmfMrO7vTYnT/\nrcc/+OM/qr/xx8XZ45vr5Si09WBrWY7em979UXn1TO3TfCbOq3Vw+BoYA4bAO/AWqJ/NJyAGZxiz\nhgrAKSCCxb6f5Ei9snemzExBaAyCSrIiKizAACKaALtUhcgJDMslVksAREEFOILy1UWVi8xNvDvc\nPjl7enxx/u764qILtGg+steb0f7x/utw9bVqPCsH5XWivVF5Z5jv5CZzlrIsxRhiaKLUSh3AnHUt\npgpaJ4pMCp51DamBuAZucmdHzr+yvzcYFw75wbp7Nm9OOjBVBirMSaUQjk2KxkTVCNowB4gBJAKe\nxVBJ2wEriPSRgJAcQ6gbrWtggchgbDEZZZN8MB5Nbx5ef/nuzddenl47GIxHieAIlQESYH8jEFgC\nkP55afptLwlAVV0yDgwwAKsFY035WVG0wWc4DXIJTt/0LH/8/wN8Bkr0V7xQwbL06ZDCZV50aQtn\nYFP6XLiid311AqhEiTRtkktGVEQwwepKQSKSqAGBYZRB9LHN5rAl0zuewiJPMac2cm47iLUDNpLq\nKHWUNXTD0chpfD5vche3Jry1tTWZTEpbGuMAQERSEgD0voA85yjDQV5V1dHzo4vzi6PnR8YY771z\nviizyXhSlIU1FlyKKbQpJInoMC8HENWTBfJRPDTtxcPnTz5aXkrFDRCUgCHgXGJq/SCDMofMglYC\nEgNqPi0Gu1OlGLVWYl/k6Ew772omlFUbmzzLirIAQgTm2D05f15ptb+/N5mMsjJXSZqiGBtQEtei\nIkaMMcaZLM8MmRADtjRut8G65ydn3/z+H8wvTmcjqN/5+lb15Pr1a/nhF47KK0f1/je3rgoMlUag\nwUjrucGQMWI0RjEBIKrRXwz++mtpLiEZA2CsMdZYSDF2bTbIonOaoh8OOh1ySP1QtI0hxYTWIZKo\n9sMpwM2A+phoRN6TXScwWBHG3W1ewSIg7e9cXc3tmc3G+7y1P3v6bPHo6eT4oq2Sbufpyzd3nn/j\nT7/63/xvvnLr7p9/7z2FoAhgVBW4b7n0tjY9IcOgs+SJmhQGXZSTC61gNMBiim7M6Ex1of/2n32j\nONwKnQ1Jp9Pua1++8fLtreFYMjvf37u2Dzv1s5P3/+xPnv7Z1/X5/Wn9YSRv8uHx7NqjyeHKFd/3\ne8fZbmsKznfAlmAdeA+EQkaM3TBCoE/OEMRAr0dpX6BXFYkA1HmylsgaIBRQVU2KophYIkuMKam2\nHSdWhQTSp3oCIQErGAWJoBI7WVD3jIO9WJ2fLZ4t6sWKn+N0vXV3uXULJvvZ1hU3HY2HxTTH65lu\nj2GrZO8ELcRkI3PL3DA2iQJjVI2sbYixldQljgy4gLaCGEqfX93dO9ja9kXRAVys27Plol5VECOr\ngIoqA7eQkuGIbYOcbAwQO2AGjl5bWa+lqcFYJNI2ALMgdJGha0EVfG6u7mwfXr398t3DG9e393Zn\nB7uD0QgzFw3UzJHFOItkfvJj+2/H0hc9MQS5TDzpstZ5EQHz+KJdtuEg9Z0dRTC9oBWCslUARIP9\nSAJ88JmMy/ZKkMlOi5FdiEAMNpejiw/fWzy6f7UepKrmLkYvF9UqpjTQQVd01fyiWsVuH7a3zGBo\nvPOZt8xV13Vt65x3xhBHXi6XALBar87Pz7e3touiyPIs85kxBgBEpW1qBhZNStqX0VlRAPkk5vio\nunf/4f17R2oGG9adAgKIapeiKjcprOoaLrBqV9w8batlMZit2qZj2b8yszZHYm+ypAk5cVdr7Iym\nDowxyXuL6lVM10pdSbVMmQNvs8yPyLSGjLGm16PreVUpJYpkc+t9RkiKmXS8Ojt6/Nbj7lR3yr1z\nrGS9DOdHW8VkKGk/1o8LX1OoDHbGqSiDQQTuqXMbP0f7C1YQv4bwQEiIJILWuqLIl5gkBmPIZVms\nonPeOKxP5ymlYlC6tk0pGWOJQETI2o1KgmpKaaVcJakZWtFS2ED46tfevBVe+vDpk5OTk//nv3jn\nlZtX/7f/4z+48/KtP/hP3/nO95hZs8zePtz62pvbv/fPzh59eH/v4PqwfDZvwqZPrACqAr12LIDt\nZajRGORQZcSv3rz2+ddeKZyqoMvMeGdsvU2q7/zoPXpUFJPx7mz0G1/4nVvXprlb72xne9t73ar9\ni3/7h+9/69vNWx/srlfDjDkGGIw0H66K2XMzuFB/ilntCsnHUM7QD6310TsAfOHP/HGjQjfZHQJq\nr5lKaCwSIQI476xBIlQUYRHmqMwsMXKI3IUYek/2TWDovyp0CViABIRBJcQ0l+bJesnnF4uLxem6\na9kkPwqTPZrsFzsHw939cntrOhjOMn+Qw3RYDj0DaBLuQggptSF1IbVRo0DH0LSpbpqm4RiSJoE0\nJzL5ZHxtsnWwszsbT6u2Xq6r0/n8dLnsYlAgTd3GeCcGiIFToq4GZu0aDa3EADGGdA6hARbApAC9\n9AUgGDJma2vv8PClO3dvfemN3dvXR5OJ8S5xEoIAmkKrzgioAHCMgGzMXwv3lV/Pwkunkx9rKX9a\nF81cRlC67Fy8MAHGy6YS9s0NMP3EGkAZAG1pJntUOtGugqplMi4HMN1k+e3/9I37j85M11FXB98m\nFSC8vX17dz+Hrg3daV1161W9t7cznU7H47E1NmBi5hAiAkJIbdeWZTkej733Xdf1fMMQAiC0XYuI\n3AZAIUvGEJEBBDTWuOzpw6O//Na7Dx88Pr9YjcwIETbWJSIbKS1rfZaRc0iGrDV5UVXzs4uz5apq\n2s56GE9yn9k+jSFE0JR558jWdd22DaIm5rZpYkx11S2zJsvLPGNnLDMbMoiY+QwARCTEEGNExCIv\nnLWgqj6r1svd7YPX75ardLIIaNG063rpdDA6LfKRJT+MtRofoOvIKkCPUdQeyw56+aD4hdavBbkE\nACii1prpbLJamaaJopxleYxBRH1etEXglIQly/J104CIcbZv0RISgipAFDyCwTBlxHRVO8RjT12X\nXYyvbH/l9c/NK/7Wn374refd5HtHxWjodl4azp69dAuuZJN/8l/dDeerrxzezvzu+w/OU+WQRRE2\nJHVVAIUgYAFEQdAAuqTT1Yefv7v/f/j7r3zt7i5AuL8IT9fhyXk9GJt/8KW/c3WYxa6abDvrYzYb\nDUdD57cGrZx95+ijP//Liz//Y7c42UnLzM8D+vnWnUeDa0s7+NHg8P1iEsnAZAZZCcUA7JTMCMlD\n9oINQpfQIwIAECQxhIhIggyEhOKADJAjtdSb2zMrp5Q4hY6BWVKSLoYYYxTdZMobELsAAMQ+PBAI\ngpo5lh+leBLtuBu2vNN6aiZXFoMry8MvDHYOitn2aLJ1ZZBPSjuzaZKBN42ANAhBNXTYsrZBVhHq\nRJFl2fKqDat1G9tOmRHAt9X+bPdwZ3c62gXjqnV73LZni/XJfBnqhgQcKFdHIAwpQYgYE8Xo2haY\nqWm0a1LXaeSEDZIqM3AE78fbW7O93fHe7o27t69cu7a9uzOajOM4azNaiaQUFNUYY6zrTQiNghHp\nuiAgf6vDQ+9Z3VcGsuHJmM+0uzKhTe0KsAkH+IKBuXl7BERAo32ihYqmTkbBrfKrnG8DikIXOsqz\noeJp+crt8FvDx2f/Dqonw7Dk7ikBDst8iNNMfZMqyop6DUdxEToIHRrK8zwbFBYNphRT5MIOBoOB\ntXY6ne7u7vYiHCmlDrqYooioqCdymcu9MY5cZsEatAWru3f/6N23n4YAub8iZFRFBZS1r7lJobfM\nimjAZ/lotDXJ87H58P2HVbVqU1KEa9cP9vZ2RmVGmd2dTU1SAFXlGNNqtey6rmuTqvisIChiR00F\nKyujoTOX49jeGo+FOXEIsQdlxRibpm3DIKOyzMwX7+6r2f2L770/R2QO1TpNTu5vkRSj+Rd8ceq2\nj/P4wei6ADBZJFUUIAEAFDBKvyC26dcSHlAFU4xkyq3trRCK49N5TGFQDMuyDCFY74ajcbOsu9AV\nZVm3LacIWaaq/SCDSFmVRRuGZaKR4ByGHlcZpnldtbHLx8M2FgZ0ubj4l39hh3vRDMrZF/buDO6+\nMZ3a+fk3fvj+w0X48O17D+quKibafeL4+msXAyQFA4bJArmgX96i/+M/fPMrr+0g0/tPj7/9dnz4\n4Pz9t95/+aa79bKZ2GY7m3QKfjDe3dvPUU8fPnjwr3/v4Xe+VZwej1dVJIrl9Hh444yyd4urj82k\nBnsx2I3DIWQehh68d1kBZBQ0AYPJLs/XixPX480ve8OAhEqgBtAgGtw49KgIA2uKIYTUhSYIi0pf\nSyQG1Y1MnyrIZrAIKD1qtG+mrd0wAZ4a6wZNopkd3czJFpOt2f7hdGtvPBwP83IvM7mhTFpVbrvY\nENZkmEFTahjaKHXSKmpgXVZN3dR1tZIQDaox+OpsdzKZTfMSkFZVs2y7edeu18vYVBhaSBxCR8vn\nICLMEIKmJJza9RqYMUVKCURAFTLQwtvhYLa9de32nZc+9/rV64fD0SgfDdRQ4tSoisO+UjJkAJUI\nUUREOUYi460Fsvz/U+S1n2f1pwAB7CXgCi/Z1BuPUgD+hJpXv/36oGIuv58AIiUFMMCgjIq4qU5V\nEAQ8EChlZF1kF80WDcd3//5ug7vHP/xG9fCdbNkZiSDp2cmTRWen+35rayqc2rqps9iOUlV1RZE5\nbwGYJXHi8+V5CGE6nV69erVpmmdPnw0Hw560zMIiwsygjgDQOp9lNvNoTCf2+GR1dLQ0NB4Nc2tH\ndVyrErOIArMoKESJorZq7ZJMlo3B7F7Zn24XMcGTh8+ZpWra05OLzBXDvMy9355Oc8IkDAR5kS0W\n+fn5xUk4E9ayKL3PEKnr4mK+slSOClRVYRER3vwjfTbcY23n8wVbHpbF6fy07dzdV26+8+je/Soi\nmBrNWRupqWZ5cWf1ZJAFJ/i02GnJBcpxI2bOAPRLAcltUvJfHd5OP0P9VwBlTczewqAczGbZum7P\nLioizPK8rtYixbAYNBerruvG4wkhckqwAXjoxweroKyBsWNt0AQwhPTs+MSOBuRdU5thUextzR5p\nocmMi6HYqoHmbBXMxXLe1A/PFj+cu24wigOL/dY3n6weGHoXYu55D/C7X/vil+9ezUx4dHT67gcP\nfvCj9s+/8f1rN1/64pf3w+rJ/o39Nw9f7tRHzC9Ozr7+Z3/64Xe/5b//DTw7GaXGWlcbE/PRPNt6\nGvE+jZ9oHtGBH8FkG0YlmJhZ66xhoI5VNEHPmNfPGoB9fA5e6EG9YEYrC/TWlzGFkFKIbavSpzWX\nABkClP7Hvvjh/c0NCEQAxOg0GwPm7KKJoTRmWpTFaDTYmk7GO8OiKI2fkjpkqdrEHJK0YBoDooDM\nkTGKRNbIGBM3bdc0beoCcrKOPNGt/StoPYiu11UdYhtiSG0KHTATJ+4aWC21rqDnJ8YOYlIWWJyC\nqiKJIe+cL9z13/7y4Uu379y9e/X6tWJQBNDAiYwRZ6Jwq6wAwMCsINqrJKhsnmWGjLfWGissiX98\n8vAThIl+tunxrw6D9LMoLP2kw/7xF3/CEerHk4YXApmf/PbL8LChBMkmdJAiAYBcvn0z1t4YtvDl\nsBcJUOBSLolMnrtqndCX62Y9ymd3v/Y7b756e/7edy6+q+3Z86xbD1qnGCQhgmGOMYn3xaAcx5Bi\nSg4MkhoiJPjoo4/u3bt348bN3/iNrxV5QUTjybg/6BRTZ7oUU4ysgGiMcc5aD8asztuHDx8vFvV4\nugNim0aBQAV60ZD+IwhAUmlDt66wGDQhchfC9tbWb/1Xe/f2Hj57erReNMfPTx25Qe6nk4H3xjub\nQiKCnZ3ZbDaZTiaZ94v5Ki9yZz0AinDTNk2NpJV33nnfD18ZOMbYzyGYuW3bqq6K6Ug0KaZFtbx+\n843xpOCHyTqTAOsY122bx24U1hWVpa2sRIOml8f5JNrs59+Ll5vE6q9a9k/hx36FgBiyWeZBkCWO\nx4PJanByet406+l0uymHoRPJ0eV507Xrak3OQkyGKIS4Xq2zokgpobXGYAJZhNrW+fMyDkzOzFm1\nmjq6m40y4pNsIbvh9+p4vGqagZ2+fPVi5D98dML1YvwbXw7vPXi+JiEfHAEYQOiLsk1m6gagTASD\nFqTuhuq+cPXGrmC9ph9+++Tew/r977/9ymHxO799NcYHNw5388H0/ncfzR89P7//LLz/F9X9H149\n+WjSnYvNox++tf3582z7rfL6j/xBbWyzNYMsgyKncmByZ5BiaJNiDCCoABGAoF4D9CjCSxcU5X4O\noWgEiJA4ZAzKERIqIgPhGhOAqDCwioCqj+mFJt+m0JS2A7nMmPsrkwJoAgAwFska6xIkcPlo/9o0\ny2Z5PjN+WtJOSaAGJIFAp6nlJDEhkiKJEEZglho0MDVdWDVpWYcmhHq55NA5kXFutmeT8WjgsrwF\nbUJ31sZVVbVtSMslrVdZs9ZYa2ikWrh6wSlJjMAdqACCn2RlWYx2dw5u33zl1Vdu3LgB1w7EO0Co\nASpgRQBHACqYwAAYqwCWIdPPwvAQjGHVxBEMGuM+O5nWn+xY9dM2+680PPwsyPIfDwY/HRaFAK6H\ntvbsBQQAIGtSX3GqKAACMnaqIirEhGQI3WYStpEUQUemN9FKAL0FZC+6jQKk1rIiEERI0ObE2lIi\nVwk9GM62CjKOs+NvJW4O88GUkAC3p7spdSLiRUKIVdVUdVytF2WRT6bD8WQ4GW8fHBxcnF9U1fqj\nDz/ymS8H5fn5+XQ6FRZjzfZoO8bYhmScKQZD54t13S1Wqzpk6wqcn7YhQ3DW2dP5UwAAIFBEJLIu\nckeK6zqqsnXZs/x8f3swG+fDQfb5L3zu1s2bR0+Oz45PT5+fPn4EMexk3hhKDGGxXiDashwMx+6m\nv3J66kHJu7wLIcY4KHM08fTk1FiT5/lwMBwMBs671Wo1n88BwDqb5fl4Mk5I82aVHI4PBuDXNlta\nrVJwQBlkBUVtVvXd+dtb0/W5nA7y6256ZSUvYjFshOx/7qz/kh38a2guXcrGvTh2ts46b0MIIQRD\nlhOnxN77pmuZ2TvfUVfVFdkcVFOKgKQpgSHDbZRQdXDmaSubQDlyCblq5PG6lHWsq5zwjeJitNRn\n761/8OzKvb1Ra6F5dPKKG7969+633338/GwFZWGNFwQxdBl7FdoAIALIiGBQk1qbEaE0ZjZwT039\nuS9t3b51tRjUu/7alXzyZ//831384X+8Gtf7YVk2zSglziYn5Y0LO3jsZ18fXF+Sf57NlsNCiiHs\nHEJhfFnkwzIrMiKTOsYkyqIpAkcQaVtWAGXmS3f2DUgJQYkUQQEhjgE2Wc+m6LFmUxNI78SpoNkn\nxB0UQCGGTQeh19VAdJ4s2tK4wmWl895jnmOWQ+nCwNLQ4gQBUTSwaA9uBAYR5piSJQREYEEmYFmJ\nhiRt29ZV26zrtusohNLb0WC0PSzGw0GeZyfVsuVUde3Fal0vlu26ypso1RqaSrnV2EFoYlcBMxAW\n29O9w6tbV/Zv3L093d7aOdwfb0+NtSHGxhm5fO6/SJv6BvrH2+sS0//JVsnlibic3ulnUdx/i5a+\neJYj9EK1ikCmF18hSqCqIFrqnBQJDYFRRtUQIymQGs82Q0MRUaPvYzmjbIjUyv2Yh0AIFFUjtkzR\nce/c7ALZRjxRmWUj4zLlRTTd1mh7a3s0n6cQwVo0BuumJmKvRlWQ1DnrbFYUxeG1w+Pj4/Pz89ls\nZq1t27au6pSS9947j4jD8QjJ+GwYI5xftGcX1cnF4uRkXVWxC0aEY7zEBH58RpDUoIAmDm2q1s18\nvjo77rZHuXSS54X3ePXKLimcnp4+PTpOkrZm4/E4N73mq6KwuMwNBmXfQQIglti27bpi9sY5h9ib\nowAApJQuLi6Ojo5Oz06vXrl6cOUKkUFxaAbZMFudndO6ijG4FEkRyNoQqQtgmqiNVIuMU7aew2AK\ndrzZ4kyAVn/hwQP8msIDfuIPAEKW+6IsVqvUdZ21roscQxxk2XKNMaVhOQBrtW50lAERx4RZpswq\nSsosqWrlwvq1LcrcRTNcd106WQ3k3HE3zp2rLm6NbxPjN58uf3j/8TKXVwCOLxav37g1G54fn683\naFlCMNBr1RGCaOyVKSmpIrLqYr4mLMYD85UvvlIO8yerJxzbq1f3rs1ufftf//s//3d/cvDg3Wu+\n23VNaQecl5UrntDBmfiPYPIBTVvrqnwIwxLKIeRD8ArWMUFQsWiL8dSjcUQlaUZKqMtF2zdPU0qJ\nk6gu1qu+WxklMYtqTxlTUAUOm1lCP/VS3dQKquCzT/SSAQBMWRhjnCFnyDlLRCOnhcUhZaX1pfXe\naZ6j9+Bg5ZW9xgHHNsk6iqjKpukmoklUUBAAQwJNKiIJqW7qi4uL1bJq2paZZ8PRdFjOpuOhNxYl\ntfUqNMu6ulgulotFWlUQQlrU3DTaVNCtIXaQwuBwZ//g4O7LL9185aW9KwfZeGjKDAyKI3EUEdEb\n/eRNrZ/aVS+6bZcYzM2+23TS8VPhARU+y2D4W7X0UkBJehFWBEVVZWUxSUQYFQaZTEfTyXBqwK7X\nzXJRVwJRNIGoQTAkCghGgS67nyr9lSDtL8dG7pJYKGEPMQONaBKgs74YTHQwpGahmAajwhiMMbZt\nTUbzvPDepcS9m0LbNUhIaFR1b2+vbdsQQoihbVtrbAihaZsudMYYJDSiw9GEWVfr9vx8cf/h0eOn\nq9UqVI0GBhEIYSPdT5sDRABQRQTlJB2H1WKFKGezbLU7Ln1GvUy3za5dPzw7P//g3feOjo4id6Lj\n8bQcDEeqqKKIBIpZ5gGBGVxrEYG56wKSFUMGAHqcFSE55yaTSdM062rdNo0iNl27Wl94b9uQTNd1\nTU09mU9FQ4pNAyC11K3MBTitl7gdenz7p6SJfuGZwa8rPPSRc5O45LmfTsdNu0gpFXnhHMQumLIY\nDodN2wJAluVd020KZ+G+8JeUHEhEzwxPks/YVYSrwT5lIwvR8jakaFHfaFd7No2DkOr7Uj0IcZbg\njXKnWAk2mgdCQCpACCIhWyJj1IAWQwBAEK2TZKZdpz98/+jmq9PXJ3Zo4+29Ymf35lhweXzy+Pf/\n+b1//S+vP72/zQ+PllKPp834xro8eCiTP+Hd04TLcguGI8gyKosCvUDZ6ABSDC2GFMAEME3pQ0Em\n9w48sAdr8eruEGSjPNPv2dRNRCSFkEKMMTLzOgRVlX7MBSqqfWICl+JlADQsMyIkUNy4rmjunbXG\nk1pjnDVElGdoLRYMlqOV5AAlJUiiWisHkNCkpgaqyKEwKpJ2CqKoQlohJoV1JzH6JqbnsV0vLtar\nOYRuYm1R+hsHk8xaa1Jsm9W6bur6abjgtulWa7dc0LqCNoS6AdXMmOLa3u7tW/vXr996/fpoPNra\n3i6HI0DsOEVLrBokaQI0CL32vX6MnOmp4fhpvSMlEPoUcFMvZ/y/2pnb35yFAFY/ZfALANgl6iIF\nHgccuGxo3e/eoLIYjDJnANejwXqSvXPcnK6b57G9AFAwjcFMEBVlk44jsmVFBWFiJu5ZdyxO1ScU\n6WmHahNk1k/z/ZvQzO1Zu+fs9njYNIt1dWIdXj08KMsSEYpi0HVd11YsydvMoOvqVZZleZ6r6Hw+\nPzs7G4/GfTpV5AUiElFIYlzeBjk7Dc+eVh++d3yyiDFBYuxvmcRiICKigMH++PtIgQCiSaWVYIGe\n31vemu3ujWfgYkhtpGZ3//obb7wyXy6Onj8NJ2fzZnW127959VpRFCyJCDklImROKuycHwzKEKPE\nrms7Y60x5uPWgOr+/n6IIXShC50hS9qdPT8V1enedcVxkEGn56KIAFkbkQWr+mkJFOcqnb04xoMb\nqKJoSNCx7dACovzNDA8/vrLMTKej+SKEToyxztK6roR5PB7XTRNjzLIsFLlKn7kqJAZnNQXOGJBA\npIo4b9DbbOrRkROlTjEpc5AH9mZbNW5xfIdWOzP7Sm5n49f8dOutD549XLUpKyVy2TFaJEK2CKQC\naPLMWELCPFMa8qCIf3r/A/PHk//9y8Nb29Nte0DnzdF3//Tbf/j7+vY3u8dPbNetzOh4cuN0fPNC\nx8u2XNjhk2KajINsAMMJ5rnPMks2kcPEqgKswBGAkRCitoRday8ckiciAL+0xnjrcu8z6wzSzmyI\nCihCm065pnC+waBfFqobG2AkJERDBMbbPhpvBocEahEIwaEQAhESYmckgdhuU3BopMQSWYNy4o3p\nGROziTZFErRKCsoAkXQNpk5yUkPVhrptF+sziS2hTst8d1iOy2KYGQ7delkv1+vlfNW23Xn9XOpa\nVmtT1VbYABTj0d6dO7ffeGPnpZe3dreLyQhKVICAmFCNQXAuCagKYk+gVRXt9chfrL5Q+LE7Qj6r\novqJUeplDPllbua/icvyZVsCNzko1oGakEW44kfXp6PDLfOFmQUF4g7U73jk3OZ+9OFz25xfLLiN\nSKy9Tl+PbSVVNICkvZ4QKyRABWTDA5BcsGMARVQARqQ8L/b2s+5arhdXbH7z6uGqW69WZ4B45co+\nEVlrYg/GYwFAEeAkdV2fn5/3zZnz8/OmabquA0TvnXU2yzNrLQder6rFqrl3//j99x88e3bWcSZA\nCpap6/cAKmBfcKvpEwtJSQkREAQkSmzj6dHZxem8u7ZjrEkcjLVNu97anR1eu3Z8drKu16t2Fevk\nNB8ORyG03ltEJbNhajnn87xANFFFuFOREEPTNICAgCEE55z3XkVBAREGuYxH2dNnJ3nLLa/n664C\no9RTOFHbKKprQqPgQNNq7WNEEFULGz0s1Bdt1l9kY/wydtcvuogwL/Iiz2NoANBaJ0mEeVSMFSCl\nlOeFy7IQLm0MhNFkGlgpgvXAqpKq0Cwb4DwnRY6a2CZ2IcoRT0YG8tSO5j+Mym5YLk7tqTz+4bms\nJ6Upp96W0EUEAoMvgFaCQIZs5vLM5UijIpXlrT955wH+8MntYgxVc/5kqQ++la2PXtZ1K+vkzCrf\nfZ5fe8vfXZLvbJYGQ57uk3NsHdgcrQGyQA4UtW3BCliA/p5R5KZJRGAMswMxgPrk9FHmfFkU43Iw\nzIvc+qZrHZnc+sI677w1RlGgn6UZi4hIhGSxdyMzhogQTerWoEL90FEVQX1vnqYJe1QrwFnqorJE\nhYCaVIJLalixU0hKUUwCqxpVIoqqgOEesiINxwW4ZZuOFmkeHLcN1AvyphiVozIrc+ctLudn9XI1\nv7hYrNZNHVLkVD2F1Rpi2p7MXnn5pRvXr11587ViZ8dtbbflUAjVQoUd9N1vUBRWgSK3KkaTcLpE\n25kXo4RPwtk+VRb8mKjAJ/gjl9/94i1/i5e9PA/psuqKbTBtysDuZ4PX9u3LMxj3BQYa0E037uYQ\n1pW9N1floGzYkKKh/qLBptHRO7aL9lReVWRSi5yzFUC57PURWe8nE1pvZavpzLrt2fbMT7w3y+Vq\nNB40TTOejBbzhaqAqnXOe2+sUdXj58dd6J49e35+1gxHOBqNVISIjDGgwMzL1XL5+Hi97j766Pij\new9jMmAKBRTVpIyESPgChoCXVDIVVQDaSBIAKHBUDpJCauouxNpl/vT46Oq1m6PJ2FgbmFPswvrM\na+6zbDG/cM66jPb3965cOQAQImOMI0pEG89RYelzX+tsURR1UxdQYP8rEQjD3t7202fPT07PF838\nydFpQKtEgOgVKIlhXkXMBBGCdB2JXMLeiVQREVB/YVYc2AAMAJ4/M5zTH3+FPzPqsNZ+pj7/meMV\nJsAACAAtUi5daLuLpqqdzctybzCZHVeLVGTZoKwXCyFwzobQQN2ACCBqt0TrUjsDNkTGI4TAzyu+\nmsOWswVZQQgOooMftk+/H7M4fSOWL4UYmKV3NoURbIvA+hzg/Gy0CwbAGSBAi+oJnREEjSkpJLTR\n4gejRLPpD6vCPb9frp78/Q//2d7Zh1vd/CIbhpvXfkSTfzl+9amZnmVTKEaQDaGcQjYDm4PJQViA\nW+1a7IAYbAWyDdYT8632/rbD/dg9dvvHdXpa7IB1oPC8vQGFQmeg7YauKW2362xmocz82LmB8yVZ\n3BhTkjHcy3+UA9Pfj7DxSQTf58v9KVckwK5NoAq9qB2rqq6SdMxJOCZJIjE1SARAUTCxJBZmVXRA\nea/5pUgKGGJaLFerulmv13XVAKiXsGtOxtl4nInXNi7ism1Pj47bqqqWq9R0IUYQMSMsXr5+8Nqr\nb37xizdv3RxNJn3LOyEodn3zJ4dPiNEigIEUNxNn4+By19mfuNs+WVOLyGcBPz/pXT+Pqob8XOgm\n/lnexQwKRaT+2jUuCQEbAPF9W5lJVFuA1jGRkFEb0SakYGxE0/ulZEkBWOhTlvWq+mOgLFUNNrJF\nVg3KHLvQNqNwkafm1asH//jVrd3SFAgdjHoZAXVBARSIwFzZcYMVhAsRsUXMo5FwSfn69IOBALIe\nkc92qfZ8aa5aSVZlzE89JCNqY8iMbm8N1abz0E7cbDgi74MxBnEUAqwrmG1dy4vt8/OzqtbRMMvY\nlCbLM3ccT0e5H2aDwyt386Ish0NnB3Xrkei9B+u27e4/eHB+thyMs7puhVddl1InBM5neZ4XkYyo\niEaFACJJ1FlDaFJkSeCsAxlIcXERz6p0w1SmbS2i7u7a06PFbDh846WXv/WXi0VVgejyfL41m5Te\nIYqFiNwMC7Q2Xy4XrLH0WIlrYYoqsWs1tLmTEigzJvdDA8ZDZqLBBHG43tndf/W1a9/57vNH986p\nbqcwEpWkXSVpbcEUZi8bnOPg+eAgv3bDetzpTp8PM3ZQE0HISEwW8vAZL+H/ok3766oePnnIopqQ\noBgUVZ1SSszJWAOJuq5DY4AopFTYn3io0gulXDIFoQqSKwFCjFonCIqL5ERMYowCUYiVmT7zo0QB\nFWSjHQkKmxqiN5YETQAkQ0zyPIvvzjqPdnrjK1eHB7NmeQbmHT/7SPOL8kqyw6LcCuUI8wHbXk+R\nQROSEoIhC4YABJhCiobDDlU34nG+Wkyri2JyeyeqCRdLnwXjGK9GBg0AIhVoo4qD3FnMXVh4WzqX\noZl4Buj9HQyhEmqdBKD3YtlsAv/Jaa0CAqQQVQREQXpYBQSApMCKMWkSjQyAqsBRNLEkZmZhwkSc\nUkoxpRCEtWu71WrVNSF0nQFxxhUZ7Y+3kLBbVhfrarlYNE1TLxZaVSkEN55cv3vr4Orh6PN39g8O\nDg72i+EAjHkxCfhbnsJ/aimBQELs57wkZBRQMSGiIAH6RAFtoEwuVWIRYp85khoAQFUjUUHkp6Gy\nENE6H2PLIqoMIWAIWeSD8fRLd25OioJTAgJDpt8/LwKpAbAAuTG0kQr9mVC9/QQi42CEjWoCr+ii\nyErceDjbz69cAbLWE0hmDallFomBla2BMvfjYakc66puqtXF4izGLs/La9evABkA2NvfJTKApkth\n3dQpJZ9ZRN3f371+eHM62+IkF+f16en5s6fHi3mlGkVM2MzjARDJWDIICpFVRBCBletQkaQ8z3uD\nFGbuU8wQwsHBwa2bN1X1/Px8eX6+ns/buNrZ2ZlMR6LRWgqxA3TGmYwyVRG0ikCkANLVHYtwb2yt\nyIkTJEEF0HZdWVMPy+F03Bg45STGRpWEiEVGLnPWu2L/YH//5Xj4+edbXzlTU5c7IGmzeZCEMLr4\nC07Yfo3IpY9Xb9o+GY/bius6dqG13mGguq4HgwE5J20rPvvP/qT++YKgCMuqy7NMiWLL6xBb0UVA\nEWQ2KSkLipifAGMU2ISH3k5XpM+xBPvwIAyY2QmznvhGBlugkJWHOwudwGAheE/HT125yHey8dZk\naycNRuqLRmkdkANrUlJBUFHWJKhgkwdtjXZTs5hVT5rHHy4fv1deeeP69hXc92cDOI/1SRqmiCoI\nmKkAs5xLY0icJesoM9YRHhQGQBHBGUMABiTzFkF734Z+rpDBx8b3fSqaQgQRFQXp5bRByCpiFEmJ\nk3BkZRFmDSApcWJOzAGgBg4xxq5LbcNd5Bg5JFIwiLlF5zBDXZ/N67parlZ1tea2U2FAdKPhnRs3\nPvflL73xuc8d7O9flAQEzMKqFiDLfdOFzdX8/6/NQgQUAhRQAKOkfXgwm9lJllCMDdQLOLMCE7AB\n7U0+YWPUw/KzxVwkFBZVAZDUtrGqCsTPv3Ln1mSQIyAaTdFsYIYfLwNgEQpnDeCmSNOf6SIigJdE\nIgZAyCsRJ66ZMCvLfOyr4xSCcUWZ+2SpadpWU9c0XV2Veba9uxND2zV1DF2W+xGMEGk72yqHYxFx\n1kpPLutC27YhxpAwxJjnfm9v72D/KgB5Ozw6Ov7ww/sP7j8+PT1r6nXwREQGDCEhGYMGGFJqQdQS\nJY6Ju62B7O7sOOdEpPewa5qGmYuimE6nt27dun79elstnz66Vzf14dWDre1ZSqFtm7ZrWS5Z6QrO\nu6HNWTpVAUkgbeSUGVIVUGRNm2rX4HqxNK44PNh/9nz95MmiTU0SCKq5K65duXLj9s3rX/sH7/Pk\nW/XgWb4VTdaKB3QAfeNHgIRNwmB+kbvqr8XsAUCNxdG4qKvQNKsYG58PvLHteo3lwFgnbccx4iW4\nHwBAAVUVUi8+z0hiEAEv2uCJkrMppUXo6hQX7C8LagYU6J2Wf2ylJTAiIJAQMiNCMkAoBgIRAnYI\nuQ0G46CZZ7FRlh/s3bmIozZvEvvoCxqMdLKdb81GkwmUBRjbigyawCFqTJI4cYosnQKztmAzOB7G\nxeHq7cGzv0xHH06H7azMR/nqMMN6elAb//hpuhfoPMHzdF00h2jEk6BGw+AFSJHMIoSevZARGkAL\nMMiAAByAJzSEBtVdmsW9qB4MeNhEP1URVOgUkiozREZmZElt13axE5HEMXIUli6FOnaSGGKEGCF0\nwGyUSyRLhCkZhC6li/W8Xa8hdnY4GF27MtnZvvny3Ss3r1+7fq2YjX2eV9a067V1Ni9z4ygmXtUN\n2c9q/PytXsFYNkYRDKNRzBMESQxS2RYNI6iIGPHTNm+sVYxMajUAEIoIFL3wkdOOQcNPv8e17QKn\naJ21ocP1qmjqL9+4/tWt2S6BZyAyYBF6rfJLfwECyAGGADPjvG5YmD/LRyMhAOs4gRIAJcydRMdp\nF9sdIxMkgQFzE5qVs06ZuasktM1qfn58orGbDnLkgBwUcDgsh+MxMyeFohyQsfoCP2tUSBSlDU3o\nIiI1zers/IhZEDJh2NkdAR74TE9OTk/aKKgIoGgBLKpXjUmQgBhDkpCX5s7dw+s3bjjnmFmkcM5f\nCmDMVcQ6V+R5vj1IMDk7S2y7JtVZVgxyX9dtSrxBEhJ48qJ5aJd5Ts5SW0EKHRqnAv3NiMAg4tmi\nmBTC0Oev3DxoFhdnq8AIXYp+6F6/M/3CF29lb16r5/jBswSBFQzQDFolZaep8y1QzxL9hdZfh/Cg\niGCQvHflIDdmHUKnkjtj25Q4pcz7qBC7cAnqh83XXjMBDPSsfQAEqFNs2XlrInDDsUkBVFB7dpQA\nCBD8BBM+6QXpFFlJgEVRBICUQFUZlQWU5xa6reVjOnps23oyms0ORudVdi5lsoUfzezsIB+U5J06\npwZzRWctiRoBTimm2KXYKMcodZP2ujiIdbY8bldLQ+bKndfvvPzq1vZe8pOFzWvWrbHE8yZV9bGM\nAQXYCTilCIkhcf9xlyb1oCVDRAgEOswyQqoeFesAAP/ISURBVPSIjtBaYwi9NXh53npA8cbfRhRE\nVERF6xhCSiybzp5wDKENoZPUR7bAIpqShgDCwL2TDxOAtRRj/P+y91+9lmRZmiC21trCxFFXS1ch\nM0Tqyqzqru6p1jM95FAMCBIgAT6T4Av5N/gT+MgnAgMMMGiQABszTXQ1pqu6sjplVcrQHi6vPNLM\ntlhr8cHOdffw61ERlZHZFTWVCzcjr597hB2zbXupb31fTFligN7nONg42t09Ojx69ZXbr72yvbdb\njIeJ1DjH3nZGRTN5l5hz29js+tb6C/gi/o5nEtrT1q/JNxkAQEllHJdOgtc4jgm0IhielaNEGhG4\nR99cDZ32N8Xn2bBVIeUszAIqi4Xp2p2y+Part8cGDPdrBQCpp4iGZy4OKliA2lhSBOk71p9nVJdA\nQQAFEQARcpmWG9C+VoZD0/lukZEUMTRL9V5UcwoEYkC9pRy7xXyKgMO6VBXjqChLYyz3XP9EkQUV\nlCVzTjmFFHJKiGAMtd1quVqELpbFqKpq78utrRFzMBYuP34E6740iEoWXvOGErAkwTQeD9944/Wd\nnZ2u61S1V+HNKYcYjaFV0+Scy7IcjNAVfjiecNaYxZce0YQQ5vPOWuu9L4rCuhLElPUwpRg78b60\nxhrrUASYAFBFAaFddYNBKZkF4s5k9K2vvfnhg5MMIqjDzcHrr99+5fbeGUxf3Zz4etBcwC8ePn4k\nNNUhAisyKIMCiP2CEz1/g+6BnsDQCQEMWkBfOOuwDVkkW2OARTKXZQmImrNxT8kPqNe9BO7ZXZQA\nCBUoCETEhJQJEkjHma6o3AWlr5CuaUqftZ6cTpB65KjQuhsByCCkxAicL2sbxmfvTn/w73V2OfmD\nP9p6+asjNpxGLRtTjIrhWJ2NoD1VJFryDlEAWQ0iGWs89dNpVS0HJ7GQZb08xRQHg7EZbpfjrd3D\no8lg3AlcTGdFfPzesqumS9RdKiuhQnMGyAAJeu0mReiXE/assgqgoYuE6Ai9Nc4ag8YXz7gHBQIg\nAVS9Ki4JqC67VcxRJHNOnDNI5hQlR8kROEPPrd2/ihMwQ2ZgFk4hJlCxRXHzxtFoMNzY2dp58+Xx\n9tb2zk45GrClrMyFpcKppagSOWXhkZBxRlXbGInQOa/PqKz1bv7v9pgaoBIqPRH5YwJgIcnjvBzk\nRS2rjdgJjBVTa11jTQQnaPqZD3PlHpSeTAd+hikg58yRdTYdp3hjZ+v1zcrmq+iTEJhBzdWT19bn\nqQUSQY+/089F46AG1fTEMILkINS8OjCrl8yyDNNwdu8i6dDBhiVvSUTFu9I7SzAZDZi5Lrz3flB6\nFs4YQgiIaq0NKYPK5fRSFFhk1ca27VJKq6Ypy8obn2JYLlddCDg2zNFan7MA5nrgrUdhVF7fEZyz\nJQCDgMI5COThuNjf3+tTB2utqiLiYDDsS0yLxWK1WomILZwtqKiH7apjobaT05PTn/3sVxcX07Io\nh8PBZDLZ3d09ODgYjTfaZtmsZmRcXQ+sZBQG6qvboELdqhOee19aI87h0f7WYFw9Onk8Xy02hm5U\nAuR5RW5bOm+qf3lw+3Yx+uOH8adNEmSlflck0AKg+2stvOfsC7kHYUH8xIKQPiZ4xhT1uecQGPOU\nGwQAhTVxYgRvrVoHqm0MdlCMwDiJyfjSGMsh8FPuJhUWSQkoAlRgPIBTtICQCC9XjSEaVLUHTamz\nT7Yas25TpHwtWqWi7+hKSByjdgqmAmdRSB2CVUHYxU29eLw6fX9593v24sHWuHvzuB4cvfSvF809\nLroK5qqCLAhRBAgM2TZFzVwgElDvwCxBoTCM+cbqZPXoHVq+L7hKYlYn4SE9opXOhoqpiV3XfHAG\noawyiJypWsAESH0XGTT3XhVwAKKgDLkDFVAWSwKaCVuDQISI1qwFlEyPdwU0SMLr+IpTkswFxhxW\nsVuBCAJo2wIn60xljOScQwfCkiJ37VVdjhCRFGzpx3defuvtt7/+7W+Xg9pXhWwWPStDwp6ewTEC\ngyiLIiCR6wk1AQCRvAWApIzXolz5kgn0XGeWfKF9LlTSi99cnqUm61QZzJgzoEWk6O3YxHT5+O3z\nnxy15+Ppw41uNvUbcftGXL0ct4/u6eaFLQl7RucMQILQQKnACs8LQRprez1kvZrJ0qTQRUihbpa3\nhtV/9QdvjwCwb0OrgMAL6rEAHKHJ0KVeDD5bb+WaW7+Ok1G2IEYpJxJGtNzm2QNP86J5//Lh+8tH\n7z3WeOvoxvbxnel06r2PMYYQelGHruuMtc65nHOMsZzUQDZnjplDzKu2vZwtUpa2C20IXRc5s6mH\noNjzewOKKi+baeGLroshpMIX3rs3Xn/pg/fv3r936rAej8ZoIYVWOIM2QPn2re1//I++c+PGkSoT\nYgjBGkPGlGUJAD1BbO8zZovosgXx5WAX1f3Jv//JT3/6867N1viqguUKFqt4OT2LmV57/Y4tajJl\n260SN7UxlbcK6gpQxbbtqqJOkefNrKzEV1Xo8mQw3Hz16HI+ZYglthTn5aKtWfdYJnDxst1/8yuv\n/d/fuTxv+dJtgS1BBK5rgP417W+8uHQ1x9oP4ZM6Z5A05ciGy6LImWMMCFc0CM+9VjL0CUQv/Q4I\nSALKik/wjHxN7FquxTj63D8UIPdhvyqKAgNRSskrpba7cbT/9rdePayG0p7uVDf/2e1X32/onfP2\nF9NpdEUipyCIRni9p0QFsxYZgaxqFBjB9BMKKYXVTBKfJhfbi/nlo7rWgpPmfDZ1CwDBsi6cjqpc\nDjgJKCFko5kEjCIL9WRL0lfXlGJYrcNvBiIEJF5DDDFftaYNEvQE3ylzyiqSuZF2aboGVdFaQGCO\nnDgbm1PkroGcQRlIbDmYbG/t7B9uHR5tbm3tHB1t7O6MJhMtSwJSVIHnfW/fSu3nD66uyNM/wSc4\nL565GH+Xiks90vTZKKqgpBAnuTWCpNSJGeVFaE7K+X0XLiu+KH0e+9ClqZveY4Lxtm9snVmVzBUZ\nAfJVz+n5j+vtiW9QZWbMLF3ALtx46cbQmXUltgf+91jj5wElIADWQ+TMsEbdf67kAfpme+7VqhkQ\niuEidL8465rL4LIVXSyXy+l8cXl56axLOccYZ/MlIKxWDSIMh8O6HljnMoMoAWpmbrq0WDSLVSsC\nKbMoknGAFoCk79crOucRzWrVgAKLWGuMpZQjgRlU1WRUt4u0nF+gUl16xGQdHB5tf+tbX7t984io\nL/sgIqacJUYEKIrCEI1Go/F4fHl5maO2nXjr5vP4kx//5Mc/fLdtA6FTZwotyFTW1UDm4aNTX9g3\n33z98PD45HGWHCEHBZRezap3zGiyJGutKrftCoiEQ1kPNjfHrNEQxK6Ty6SIhKb2q227CHj+lcn+\nr3K+VOgbREZaXUMXf037m3UPT3xD/4sYA/XAF3Mbmi5hKItiPl90TWeJMhI8Ry6L/dRxJjDSIzUR\ngKyqZFEGFAQ0Jl13Btdq3WswKzzT2Mg92IBUjSowYW6ibdOdwxv/8Gv7r20Xq/sfLWWulx/c2No8\nPH7l5d0xfcTvnC/bnJKwLQrJxFlBIAoYAQUVUkZhUQiJRGvrxoVHqzFF6S5mF02zOnMeRgJW4EGY\nzCsng2oyLMxGLVUdopBmAikkG1EnylKsK/7IACoqqxXoFb8EGQQABVEVZVnvAgoWFAhYOWFOEFnY\nxyVxm5FVWEJIKUhOIBxj0pzAmvFkY/tob//O0e7h8fHNm1v7+240Rmsj4kp0gUgOBFFFqk82w/AJ\ng8oz3j2apxdw7SE+eUHo1xtD+FtrLIIARISEnFlUDc0J4ijMiqQ2ayBfhYv27P7o8sMRLka6KCpX\nl57K4bsXjy6nisPNRXWwzDH7QqknyBAhA0Dm2ql81jH0v+UYLUtYrmrh148PNowhYKCe1teur+HV\nlX1yhYVADCxCl5gBzfMf8ymmCEpgNBsgBWUyUk8a4AcwYbM5qXKV54SKxgvQ5WI5nU5TSqDgnBMV\nFZ0tm7IonPdg0Rgia3OWxaKZz5u2TaIgqiy9HA6CYFYRAWustbbwZrlcMQshFWXhnGuaxohOBrXd\nxzDKklkFQrcohn5rc+Ptt+9851tf3ZzUzMEQOueMMYiYUgIABWARVa3r2jmnIScGUPfxR4/+/D/+\nfHbBVVlHBgCXpQCsyQysM204+9nP33HO3765MxyMV6uZSlRQUeGeJNOAKwoWMdYKaC/TEuNqAIV3\nuFrF0EBVeDPLaCx4HOiFQTYmf3trv12mdztUcERq4yqB+1vnHvA5hmUEMAQs2TpTD4qydN1slSTU\ngxqZU0pFVRGA5PzJtxEfo4InawIJkIJBMFYliQAzI5Ahitd3GrzW0Df9rMNVzVsBQoJMIKgZxIkS\nHrXvb7SP/svjyVd3fDh/dL8NHS/zg3g7zI9evvjKwe1qZ/L/ns9OpzEhCY4C2MgOgUDIaB+LiUK2\niqT2vDx2E1MtLl1XMM0W2nQgGhJ1kxKG1pQf2eHUj91ox5VVbQ2BUFH2x2c1GhGnMrAEoIgGwCEo\nIfC450RQuJpIFaMikjnnmHJKyhK7kFNKHNvQdm2bY0yLqaSgCEk4pwCi4AzWtbmxt7Wzc+PWrZsv\nv3R468bm3o5xDhBZtAGNOTGCG9ZkKOZEliwaCU9P96fVYvgKIvmEvK1/Nv3dyhmeGnPu+TuVNeUU\nQ/zm9Ke74fxW83gUY5Fzhip1s/n0ZB8eDAeOjMx0NCkGmwc7b3cP7y4/iOe2c7uG6cIOFAFQEKPV\nQq9n3E8cg6zh26qauuy6BMvm9sbwpc2NEQJj19+jqBYESEEswJP7FkEAsodp4EdN0ymLc6TweUh+\nkskZuUhCSkaoM/Vj0gvvLo//iZQPB83FndWP/eq0+eCuL3zMsOqSqKYYtQ09kx0vm56SUkCrqhqN\nx86XKZOCZ4n98FLuZ7UVXOkR0ZCx1jrrrLWGptZaY6mqqrIskfDyZOVV6kk9Ph7VVamSnNXxeDio\n7e72eHto2+WlgkLhn1hPl2SNYWNiCDEEZl6sIhTjlNw7H5yenAVOZczqXAnJ+IRtEp+ZmAb1pAv0\ns5+/07WLG0ebzlcxBwZJzECEhshaV1tTupQzGvQATdskjkTofbFcLEPHzDRMNjNlQZsXddf45enf\nO3x7zs0vQ7ivhKBFTpm+0Oz033hxCQAAsE/awBga1JX1C1AOoTPOIqLmrCJwrUbUR0iA0isb9Bzl\nRAY5C4uqAQBDhJqff9115NJ1SxkEAYmVDCAT8slHQz1n7+6uQnN+0kZuQwgrPgn8eBYne4/drb9f\nk7bLaYPWETViIntjPart3QNBFsyMxqG58CUVtdbbdrQbrVu1p0EgZ2Uo0QyQyjje5sEIhyOxro2R\ngw5q27NTM2QjzCpV7vNQXSOXFLxFUEARAFERBelyUs4cU44hdkFynl9O267jmGIXQgiSMqeWOSkI\nWDuYjMc3jw/v3D66dXvr1vHG9ravayo8KAQWTRkB+0VcVBUQhpRSZIMgOQmoI9dfGXjKd/HJX170\n+N91UxBQZc45N02zalZy8djHc5sfW80e1JoB81TSZTZN5hqAJNqUjAwme9vN48VJmJ/a7c5jgdp7\nXzUgCAzX/cOVh3iaQagKc2g7EH3tpTuDumRlwnWqTuu6EjDCc51uArj/6OxsehGlsP0N/DkgZ4LC\nCAKoYECtAglZ8SXs3CA30NWMOpBHP0/zn5aVqerB5jYQ4vn5+XK5XIZWRcgYRGTOKeW+jlTWwqKZ\nZQ2hADREva+ajDecc855a/vWjN44vgmobduEELoudF1njHXGDQbV9uZkNB45A5NxORrWKTXKcTa7\n4JQiaOhMD0ByzhFRzrmVtZMNMTZNM5stGm4fPZj/9C9/nrOURSkKSCigIcTFciHQca6G1bAqy+Vy\ntlqtUh4iKBL1EveqgIQoqCBkjSc03olqEkZmBSjKcnNra9V0XdvVrhRAFZbYZqRMFjgWBmqLCCw5\nRaXPiU34NPtSuAfsI0lRIvCFsxZBRXJea4urrjt+z/cGlUSUFHt5A1EgQKC1YrRAr6RG19plfB0X\ncx0uwwxKvbSBIikhffhjF+/efUgntmgWq5jHg9IRptPpWaDHYbUY+hu6wNTOIlgoXJctiEhpAIhU\nANhAVoxZKSSeoiM/3t64uW0ixEVclcqgajo4mhY72ZajynelN4MKjJHQxW6VxQqKIiBEo9kqu9Qi\ngkE0BA7RIobQgSrmDMLCGUSn7TylHGKIXejalmNeLZc5pT4DV2EQGGyNtvYO9m4ebx4d7R4eDY/2\ny+0tM6jb0nUASwJTeK+EQZUFQInAGcogEqND9ETMEXNSAK6fugdZj6I+ZdXuf6GrmtJTpMvvHAUo\ni8QYm6ZZLBaT2clxerxrHw9NLh2IG1u/bPAs5BkF9XZgYdR2NrIdOqjCPAUepGX05gwgUZ+ZCSg/\nURb/xCddNdn7nkdPCRzbrkLz8uGhg5iSuGKtGGVRDSooMAEpkD6DOAR4dH56sVrkwhr6XL4BAISE\njUo0qg6gBIBEEkCC2TTDcVXgRtzd1mLDnUynlyLqvd/a2koCWTEJMLPzXkQSK6J2Xc68sKuQWGJM\nQoaMMdZZ68lYJLO1tVuWZVmWRJBzjik2bdvrBjarFgBEdX9zuyxLX1hnxGCqSzceuqqkbGxoY+q6\n0DV4pZCDiN5756wxdrFYLBeLwWAwGA5Xq5WoTmfLd979YLFqjKtTVuscGafAIQdoYlbD0jkbBpVx\nzq9W7Xw239vdauJSuGemUgRAxJijiNR1TYZijM670lSz+Twx19XYGmmaWE4AFAxjCS2QU8DUzhyY\nAUWApJyCcdeD6r+W2SQIAHgtoL6+qty1R349yxAF8rrSr7jWpo2M2BrPMZ6j3iW3lGVKGI0vATGH\nBERABLkDIvIkGiHGLnqw2VCwMkcJyDZ1tgVsgz7up3hg8oS1s0d3EihKVlBU1sQAPZbsefgXGYuC\nGNBkwCgZYLGKdy/OTx5zqcmCOP1oMJoAmliOx3v7qzzofv6DH16OH4UDGA9oZgfWx5y5mfUYPljP\nXBjUXKSpgjAUZ9Ur59VtUMkcQRMwqyZVVoBFVfSST74RUiSky+W05w5J6yaJLkLu+byRI2gmzZha\nUAYJkGMKXUotX3YIyJlT10FOYAjaDqwB72FQ7Ozvv/GVr7zyL//F4NaNPj/rl1O8WgS2p/NMEQCQ\n6MluntecTrRePlCSq/qr+/QcXv3yXFm6B3tctydL8LfaePicGKTPY78eTkl4/emCBgkNdBYbUAht\nPpze7374Z/+L8IvXJ6uxaVN0Uyy2yp2DW69VbXt+9uezFVExisolflB149XPl8xt1q415Um4zNWw\nBV4BIaoFEsykUHIvIA3PFhmsAgho1NQFidHPP4KLd7790q29IRfOZ8lGawMMoNyDvQFSO3OG0HlU\njizJDv7bR/P/uEgfmG1XHoaIVo1YvdYKf74nUUes1hcgIeQ6g6ioEsgcCFIBPylGG/4fPN745tsP\n/tX041++lOdO1RNOxsV4b2u2WH384OywLG7cPPz4/Hy1XDKatguE6Arfdi0IGVRX2EFlvXeTAsoS\nqhJFuEkdx2Z/XE7nc4grJ5EMeecGw1RV5L0aY5xTW2o1qUajwWyWu5AKX5CvddGCCKsCS2w7bnHV\nxuVylUXLbIpOQ8gt4OGrx+er8NHJSRYmHxJ0Lc8NWiu2i36ZTRu1tKhsqtIjwL0HrXM4HuycPvow\n57g9KdALpmSHQwDIIsvFajFfNKvV7aNjCjy9fGS20ng4zM3y4zmOdjbcuApVMQE7WYX68sEWHszb\npYZDGO6iu/xc9b5PH66/zqn327enEIir/8N+HgBUhAwNBoPRhGZLBM4iDL0emeSr+pKo6nq0Ta/+\nKQzSz/D0fAR4BWS6+jx8GqI+AVn8VZvE1d9EFEEAMRaj1o9jarsMVrlQytH6qtZi4zLbhw8uHywe\nfmxfgo0b0MsUSeSsogpkr7od/ZxC5sw9vbauaTtEhEFEhfvtXkEh5f7IE/eq7mTQiGDmni6JQbTr\nZirMnCEHlYyS0nIKKiAROCln4ATLDNInQwLeueFwfOvW7vHR7Vde2js82N7Z2dndmY9Gq0/Zsp+F\nFSF8YrF8Eq+sz1b//uol9Rno+L87/QcFEUGQnJLk3CxCvHd/NZubApR53Y0BEGFI0YJ6a52xiICK\nKiIcJXUgHeVAGiBElETAPUYMr0RhntxtT9wDIl4REPRzkSLMBZmd7a26WoM1nwCV1vs9giWyZBBV\nWITsecwPT8/aLqEpkUhViVDwOk7quq0XypP18nQ9PNkWjGFjVmCkHNZDu7k5iamVWTCDuijrtuUK\nuKrLPbO7GtSAmGLyhffO9fiLvkRjrTXGWEugGmOXUmqapm3bwheE6K2VskRC75wxvRI59i0ZZo4h\n5LKw1tX1wHuvoJz71BkUULQnt+xSyqnp2qYNMcaQOkX1RdM0OWdrlIxR5d4Vrrs9oCmlxXIl4jJz\nZjKEqzZsTsbWlSmlLmQBQJWBQ4MogNZa7x3nIrP0Yq4555wS5xyilDk7AEISlhA6U4onKCxiBgVW\nfO6W/fRL8imPfymKS0QECJxZVIwxmxubmgbN5SLNG2ULxiOCdhmMWacAnHoyPhAGQZV+SlBUmMyT\n2PMLRYhPA0wRQUCg+fgwcKOLmeWl5TxE8Fz5WKY4XmYzS3yuxWxUgrFGQWJSTZIUAMDwOpJGAkAQ\nzjlD7xiQEXJfSQONV18k95CI9XGIKiAoCBnICjFDiJAZWMPqDIQ19xQXWTlhbAFBJWuMwBlAQUtA\nQmsGO7s3Xn/lzttvHr56Z2tnp9yZiDNdjicIch3K9Tv7Ldt60kEFgTXmFLpusZp/9LHMF+W+hSSg\nahyAMseYmsYQFdY6IhRBVMgg0OV4aWJjQ7aAtJqbSefLZMGgilMF7Vn/P+0AhLmXI+Sc0tj7Wzdu\nDqohKNCLShKFNf2EPpCNgj+/d/fD+yfLqDh2PWqJCK9XbX89E8LgzLLc4nrRlauqLne2N1JePr48\nt66Y1H6I6IzZ2t6abIwBIIboC2+t7Wcj2qZtuzbnDOshD4mJU4zCjADxCSbVWkNkrO3D05RYJKlq\n2xnnnSqIckrZWW+dsWUJrCLKCiwqisbYvgMRUgbAJDmjgaZZNW3OSiAMeY0eFFXUnvEwqM5WKbBN\nKpk9KF5MG28hRF22PJsuq9qPhoPKijHWkoGiEGZcw16BRWOKIbnEOcQcQ1eGAgrflwdMHYYD3CwR\nRIHy5xtT/KvsS+Eeei1PRlZVQ2YwGGguT6suzSIIIvViNhHIQh/2sABkQAQBYAXTR9MZENZZBfZT\nY7/+IamKrpMRUFEgOZ28IXaH7aW4OXEe9vBtayMOV2BCYXG8ZYqhVaCkmrKIACuoAqarQkvPg8/K\nAa64YUkzqCgH0LzOgYQBxGIS6HttAppBVQUwM4RomsQhYs7l6kJUMnNKCYRBRQ0RkYpACICIRaEH\n29Wtm2+89ebLr7+2f3Q43NpQR4IwUwltVFDjncEXTT39zn5LhvgEPyQ5k2YjipGhjeFyXgUegzVJ\nARQJEEFC7GbToiwNKIlqyGgJUEW6ZCO0AQJAtrJcuhQIovRlYERUR30T4vnPx76Pp6rCkjlzFytf\nHB0cFkRRegqP/qnPvKpnAUYTER918T+++/DhIkIxIFcSoagCpScS9l/QWsBLX9Q7r4Yuj8P7d1bz\nunKHuxsKKIJlZlIyCGVZMnOMUYhG9aCsqsl40rgViuaUJOXMLFcUCUTkvTfGXFxeAoDz3iMaMsaa\nonDWmMzctqknllnMm9jFEANzGo2Gk41RjRZRWSWkHGPOom3XxSxZNOUrxL2hnFLoggiwsEh0YI3p\nxVEUhFWzGmwyhZbZZEbKgu68TVkng2ET4+mj06LIhweDzSoTEVljnfVViUSSMhmDlrIKM/dwhtS0\nCSFAZYzLLGVsdsb5pot/5iNrr47zt781raAERER9SGWN9Z7K0s8NgmTliD3zC2ewBCLACUjAmL6g\npJJBLIggynp8ThXwi61UUUAWpLU2pyL4MSkAF+SHmLNIFgU1RssRARkwbGsRJyIC/c0toFdHq1dV\nLwAQBokAsoZeaQYVkASS1k5OGURYuzVXbF8jUoE2KWeImWOGmJU5LOfypMqmAghkTF+nokF9cPvW\n6195Y/QHf7Cxv7u9vVMOajSkBGIQFUjYk0VCckaud/1/Z789I+xhQz1VOnKWmHKIKUQHZIAkpYxZ\nSREQRFOIzWqVU4ptE7ugbIrSg6HEuW01dzElamOIMdicjIq50lpQWpPFfNLwSakj9/zsKcUQipEf\nDayq4Lqg+olehQIQkCAywIzh5x88eHQxp2rLlAO1DgkNYs5J9Zq8wK9lWSWo6mAC9Wix0mWzcqY2\nhggUUHe3NgpfdyEGkRjDxcVFTjwejcvCxxBiDLnHOgIgQEzRWWutBbR9trRcLJ13ZVH4ojBERDQe\nj60xolrXZU7ZWMwcV03XdquUuswJUNVXKJpYcpaUObF2IaaUkIiIsggCIWE/zg2AhNT/t1dy7OV+\nEZgUo+lLxwqSAgkgoIysGQsYAbtqw/nl/HhzpLhOUKy1oJBUyZAJFvq7ldCXRQzhsmsiDN1owxiD\nOQ4sbVWmyNqEDOi/4IX4crgHUSAgJFZW1cwZgLwXcAApQlIsSI0AK4ADEJC1yBoIgDIIAgiqoAr1\n3BhPsRW/9jEpKAAKmHVvrTM7UGyIDcId5zTnrpdNBPJrNTawEhtIbd9bJSJDICwcPjnarn2a2I91\n96Wk3oX02UMCySDiZaXMzMw5Qo4gDIslMANnkzKIECu2KyIEY7Kzaowa8qPR9vHR/ssvbR8f3rx9\n68btl04PdsSYhmWZ2Rkc1KUkySkjkEcEBQ0qRq51EH9nvy1bL83+f6LCnLoYmk66WFlnBfKyEZ/B\nqFECBZWcQqc5xbbNoUNxpXXkMDEkwsTQKTaiMYVacsmxZmbEbKg1zigUn17wUVUWERGJuTB1AciZ\nCYmFybinjH7r3oURazuG9xfx++/da9zYT/a1F0MkAIXEEaHEL4iVAQCAhBgNnpkNNzlI7Y7ihYCO\nhyPZcynFoSsVitXy8bJtiQwBAHBK3XIxJ6QQQ06BQC2hJcvM1lgA4Mxt165Wq7ZtAKqyKAyRMRYR\nmdUQOWedc4bQF+5yekEUVAURhSGGtEg9MRgBGjTWWYKY0FjnKSumLqacRYExp5T6TIXQG2NYenVD\nVUVVFiDJkGNKDDGL0RCSLhaLxWo1Hg59tZ1it1hyiImMTd554+BqcAMArHOIpAbBUkGuvVx18xkY\n3qiGtiiKvLLYHlJT2rYLSbD+gjgP26Mvet7/Z2192p+xF9CnXONT6oezPvEI4fPPQdRPdrAUnsff\nOYt7W8PVrJxPF9y2AlQURYgtcFrfX1lAIlgPoKCsMTAzGOuL2hpSwtxfC37SiVDNDKrch+Squt6m\nte9bPH9icB3s9yVaAFAlBasGFAkMA1TrYQu5wmxKr9iG68JBTkkT6JUnUH16MEQgDJwgR+AIqs4i\ncNCcJUeVrCwSZ5pZWVxKyBkkS9M6SwTSSRRmJEyjGhBBBMqiuHXzxsuv/Bf/m/+avKfBEEpvnFta\nZ5QoAwApkQqsmrRW4CSAK350g5/tHfSzgDr6KX8115rev57I2m/P1v2d34QJf/bdGEXXPFhEACAi\nKcWYQtd1LmcO8eLycneSo6HoorUWEUVimzhzF0MIXcc5d13lC0gprtr5CusAtOn0pYHfSq0dDKlw\nj1eLj1IrxgeteoSxXH1bUOj501U159yFwG3YGowd4rqN8JT19elhrzJYC/fn3f/w4w8eRtNUE7Gl\nAHJiThlQlF7QmL5+QkSeIz94AZYsiQTgZU4Hw3E13s5tOdo8qK0Oxm42nRqRLsBgOHl8/yNj6OL0\n4cbGpgMpHS1m89WqSTmKCACWZQm2dwCSUgohxBittTnntut8UViLItw1KRkuSt+PH6jC3u7BxcVF\n6ELhS+99zlJ4W1RlVZVkXNuFtgsAmAXakJouxpAEMed4Mb+czWaImJk5t957s95IEXGNFRBFNDYr\nxsyOcLZsYqfL+XwyGYzqYliVo+FotrqMnLsUd7a2VKVpW0emLIrBaLicz2fLeVlUw8EoLeauLBz5\nJgRxZlQq6/IlWgzbc/KjMwa9drb/WvalyB6e2FPhGoS6Lne2N1OMy9wBqIg8g7fWfpQIUACpF/AB\nFIAswkgGBNXAOvr5DIjSpx7Kc4N48vTtngz8wjNj1ldp/FVlt0eGfPKYr6Y3VEHyVeEor/vgOQkn\nyAlyBuHUdhAjxCzCltCSSTkbtICiAErEBnEy2Tg8PLpxc+vm8Z1XXj1++eXsnRIl69hZpr50/Qxd\nDq6Toic9yx7vaH7Nc/TUeg7LL/IOf4dM13Og65lGgCc1YkUEgpBi0zYLVdFsnSUiFw0zi2o9qPtX\ntl3oQvAlxBjZF87Zr77+6u/9/jeXZqAWhOBBs0WnywcX83Dtw58MPqyJ+VhQwSKhrm/A5zqa/dol\na5dZ33t48uBiKs6zsWsBkfU7AhB9sUX01JyzrEgxEmBZFAOarNrYxKYaTmxRY0qYkvVuYzIOMXjn\nCm+ddxvjSde2sBJmzimz5BSjHxJAUNUQQoqRM5MxKppiapsmxcjMIitELApPBMy5rkuWbeZExjAL\nEY3HG6ntcs7cc/2rZhbR9S6BSGSMKpCBuqpHo2GMDSGCMWuplSusFgAqoiogGlXJOQMmBoXEAfJ8\nPjWQbt442Np6rYdrsnBOmTmnlFxl+9Hf2HPoZx4Ox0VZVM5UW1uuLqlyKAK5G1AakIQUvvju/uVy\nD08MQYcDJzuTy4vTpURA4qdhyNPCEaqoZAADQIAICMpREQmvWg+/uS1LSa86bz3eUK+KWLx2A6SA\nokDYp0I9LHAdoDOArIcCVCAzSIacgCPkCMqQFTlQThCTchZhXS2BCAiAlVlBQIkCMBpT7+zv3rqx\nd3xk3n5z/+Bg//DAVbUSrYwPogqoZIWon0SvdS0j/oTKYu3Q8Dd8fn5nn9OeTaauMjkSQnGk3mSC\nVYyzpjUsjOosoQHvrbVOSDuOwlqWtStLQrHUAbHkkGX10qjaA91LgAnEw5HHVHjNeXrtFu+D9WeG\nptUJGID10MIzzgGfOc5g9N3T5nvv3XsQtJjUqRgYJAIwooogiPzF6H2eO0SLMOKFC9OxtbM5fv8H\nP+Fu8dWvf/v2ndtRlqvurAt5d2drPp/z7o5zDoQtwbAqu5UDlQTatjHnjnLu+Sc5594HxBRFJaU4\nm+UezIpQEGEMCVCYc4wxpUTGpBTabrVcNsLKmQ1RYjXWpZzbkBKLAiJZskKKImpQJpPJ9k5eLIIy\nWjLXY6b+zAOqcs6pTRAMKXooHY1GdeXBGp7OHh9sOld4Q6SEhmw9GnjrQFQBkChxDjkNOJEBW/nB\neGQHFVdO542V+QFMX/JH8WL+uDr+gtfhy+oeULyDuiKDDLEFUHHFFZ4broZuQbOA0XU8RgisnBIC\nISKQWSuD/qZMEaTHlNMzbTtd3+K9+JrqVVPvSW6hV3N5Vz+agcO64ZwicAAWkYw5ak6QAnBWYXAe\niCAnsKDW5qrCanu8t3t463j/zp2bd27vHe5Pa1+UpbEuizALIqoxPcwaQXrn1ZmnlLXP3vZW1oOJ\n1ANuf4dd+k9lVykDQB84ILBDtiTealUkB9Nl11JKQlFUVIwASCJjATDk1DQhCRrKZDrAVc48zx1X\nk/39YyAChKyw7HTuSAaV39iD5XP5Q0/JBz1tUT9nQwo9aVmv+WOeqGs9YyeiP7p39ovz2XK0l8m5\nwiMgqjqBjASIjOY3pdOBzCXJbpru2jho2h/+xfvf/95fjAfl9u28B1XQPO8SZ3EMztqtzc2u7abn\nF8BcVhUBOmPRClvbR/hPKEQQkYwhREGIMeXMAGCMqcoaABQQBEQ0Z1FFBLTWlUXNnGezhYgYY7qQ\n0NqcOcTMoqwggEQWqFdu56L0g8GgLKuuEU6MhNZ+onCLAKSAIDlFzp21uXD+YHf0za+/fuvm4fTs\n4aOH95Tn5+egqn1psSrKsixLX3DOAjocjxRh1TRd0y67ltEMVVzh3HCQ0wJotQXLV+ry9HT2YSY2\nX6gw8CV1D6ogmomorkvjDLcJAME824jvPYRcjQUKsAAh5KxkxTwlx/1NHRIqgPasM+uM8cpdPSnT\n9M/rU84ne8CTBOLqp29Ec4bc9x4SMEvs1g/GDnLuR9ggZcgJvK2ODnaOjr/zn/3D7cO97f09rOse\nsGQcMIAw90oYomrMFWhStHcPYBWv8oannDlPv8ZV1el39p/Kns6pwVogHcmgIbTGOCtITQqdhkjW\nRSPa10ox5lR47wofZ4uUF1U5UGhZVqraJHtwtDPZ2slku5Yv5+2D6eW9EN/H0YwF7PPwFRFBAVUR\nXnem10Kz+lethvcex/fv3U9gquFYyaKxmAVVSRWBsA+bfkPuwRoyoEMre6Ph2XsPfvSTn7aBNybl\nxXx5996junQsIACz6bQo/KAeCPPl5cWjR+14PE4pA2jXdiFEa4k5r2mlRGKMOeXMV6NqoNaYsiyd\nc6BqiER1PVYIEFMm0qIoEEvmHEJU1ZQTp5Qzh8R98sCKLCqinDkDs3BZlBuTyVzDIrWq8tzceH9b\nIoGzdjiY7O8Od7c3jvcnf//vfeP46OBXP//RYnG6nHdNE8eTSU8eXlc4HA0ksQIURVE4b51Dotls\n1rRzoTKmVAKQIVc5JNKcjzYnW6fZCrJ+IdalL6l7AODMybpyb3/n8nIxvT8DTmDcMzv+k82XnqYI\n65p+FjWkDvA3Oe7l2aBQIFXKAAJoABiUISVkQMEicwRZr65nQ0RSEAW4UoZEBun64wRNIAE4Q24h\n942HADmDCBV+687NveOj0c3jg1df3r91U4e1r4cr76OqiBCRC0EBAMVbC4h9tUtRGBQAGERVAKnP\nDHqkzNpJ9I1KBURg6G/u33mI/9SmV0tFDahBMSiO2ELD6TKsCjZBo/OAJL4ga+2rR6/eeG0Xf/qr\n99+7O2+CYASTurYtJke3X/vmR5ft3fdO35vyo9C0iGemfDgcV2VdwycpKfW54lKfen82Xe5PPrj7\nuOnsxkaqKzA2A3hQAjXQc14igO31g774mZGUrYTjIvPJ3Xe//73LWRgNd6L6dz68P2/zq6/eac8u\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tkUFBe5riRyn+OCfz8Jzun7jpg/NYJvRERCgi7DXXRX04Gt062Hvpzs3XX7l9eHi4XcmW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\ngBCAuqeRCACAmnrRtpu40e74/wF2axMmm2pR2wAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=522x326 at 0x7F77043CE898>" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"image, target = dataset[3]\n", | |
"image" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[['I should buy these cookies because they are going to taste good.',\n", | |
" 'I should buy this product because it will make me happy. ',\n", | |
" 'I should buy cookies because they are fun'],\n", | |
" ['I should get a kitkat Because it tastes relaxing',\n", | |
" 'I should drink Ovaltine Because it will make me stick out ',\n", | |
" 'I should make use of the medical services of KRMC medical center Because they are allegedly expert at neurosurgery',\n", | |
" 'I should watch the citi commercial and join the citi conversation on facebook because we are celebrating 200 years.',\n", | |
" 'I should buy these cookies because they are going to taste good.',\n", | |
" 'I should buy cookies because they are fun',\n", | |
" 'I should bank with Bank of America Because they have what I need',\n", | |
" 'I should relax Because comfort is relaxing',\n", | |
" 'I should try expedia Because I will have savings',\n", | |
" 'I should have a swatch Because they are colorful',\n", | |
" 'I should buy this product because it will make me happy. ',\n", | |
" 'I should get hersheys Because they are classic',\n", | |
" 'I should go on strike Because it will give me what i want',\n", | |
" 'BUY FROM GIRL SCOUTS BECAUSE IT CAN HELP',\n", | |
" \"I should eat Auntie Anne's pretzel dogs Because they look appetizing \"]]" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"target" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"51223" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(dataset.topics)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"('9/70359.jpg', ['10', '10', '10'])" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"next(iter(dataset.topics.items()))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"23580" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(dataset.sentiments)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"('10/170703.png', [['9', '14'], ['4', '9'], ['6', '9', '14']])" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"next(iter(dataset.sentiments.items()))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"2802" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(dataset.strategies)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"('10/170703.png', [['4', '7'], ['2'], ['7'], ['4', '7'], ['9']])" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"next(iter(dataset.strategies.items()))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"2802" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(dataset.slogans)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"('10/170703.png',\n", | |
" ['Take a bite of something delicious', 'Come On, Get Happy!', 'yummy!'])" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"next(iter(dataset.slogans.items()))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'1': {'description': 'Restaurants, cafe, fast food', 'name': 'restaurant'},\n", | |
" '10': {'description': 'Electronics (computers, laptops, tablets, cellphones, TVs, etc.)',\n", | |
" 'name': 'electronics'},\n", | |
" '11': {'description': 'Phone, TV and internet service providers',\n", | |
" 'name': 'phone_tv_internet_providers'},\n", | |
" '12': {'description': 'Financial services (banks, credit cards, investment firms, etc.)',\n", | |
" 'name': 'financial'},\n", | |
" '13': {'description': 'Education (universities, colleges, kindergarten, online degrees, etc.)',\n", | |
" 'name': 'education'},\n", | |
" '14': {'description': 'Security and safety services (anti-theft, safety courses, etc.)',\n", | |
" 'name': 'security'},\n", | |
" '15': {'description': 'Software (internet radio, streaming, job search website, grammar correction, travel planning, etc.)',\n", | |
" 'name': 'software'},\n", | |
" '16': {'description': 'Other services (dating, tax, legal, loan, religious, printing, catering, etc.)',\n", | |
" 'name': 'other_service'},\n", | |
" '17': {'description': 'Beauty products and cosmetics (deodorants, toothpaste, makeup, hair products, laser hair removal, etc.)',\n", | |
" 'name': 'beauty'},\n", | |
" '18': {'description': 'Healthcare and medications (hospitals, health insurance, allergy, cold remedy, home tests, vitamins)',\n", | |
" 'name': 'healthcare'},\n", | |
" '19': {'description': 'Clothing and accessories (jeans, shoes, eye glasses, handbags, watches, jewelry)',\n", | |
" 'name': 'clothing'},\n", | |
" '2': {'description': 'Chocolate, cookies, candy, ice cream',\n", | |
" 'name': 'chocolate'},\n", | |
" '20': {'description': 'Baby products (baby food, sippy cups, diapers, etc.)',\n", | |
" 'name': 'baby'},\n", | |
" '21': {'description': 'Games and toys (including video and mobile games)',\n", | |
" 'name': 'game'},\n", | |
" '22': {'description': 'Cleaning products (detergents, fabric softeners, soap, tissues, paper towels, etc.)',\n", | |
" 'name': 'cleaning'},\n", | |
" '23': {'description': 'Home improvements and repairs (furniture, decoration, lawn care, plumbing, etc.)',\n", | |
" 'name': 'home_improvement'},\n", | |
" '24': {'description': 'Home appliances (coffee makers, dishwashers, cookware, vacuum cleaners, heaters, music players, etc.)',\n", | |
" 'name': 'home_appliance'},\n", | |
" '25': {'description': 'Vacation and travel (airlines, cruises, theme parks, hotels, travel agents, etc.)',\n", | |
" 'name': 'travel'},\n", | |
" '26': {'description': 'Media and arts (TV shows, movies, musicals, books, audio books, etc.)',\n", | |
" 'name': 'media'},\n", | |
" '27': {'description': 'Sports equipment and activities', 'name': 'sports'},\n", | |
" '28': {'description': 'Shopping (department stores, drug stores, groceries, etc.)',\n", | |
" 'name': 'shopping'},\n", | |
" '29': {'description': 'Gambling (lotteries, casinos, etc.)',\n", | |
" 'name': 'gambling'},\n", | |
" '3': {'description': 'Chips, snacks, nuts, fruit, gum, cereal, yogurt, soups',\n", | |
" 'name': 'chips'},\n", | |
" '30': {'description': 'Environment, nature, pollution, wildlife',\n", | |
" 'name': 'environment'},\n", | |
" '31': {'description': 'Animal rights, animal abuse', 'name': 'animal_right'},\n", | |
" '32': {'description': 'Human rights', 'name': 'human_right'},\n", | |
" '33': {'description': 'Safety, safe driving, fire safety', 'name': 'safety'},\n", | |
" '34': {'description': 'Smoking, alcohol abuse',\n", | |
" 'name': 'smoking_alcohol_abuse'},\n", | |
" '35': {'description': 'Domestic violence', 'name': 'domestic_violence'},\n", | |
" '36': {'description': 'Self esteem, bullying, cyber bullying',\n", | |
" 'name': 'self_esteem'},\n", | |
" '37': {'description': 'Political candidates (support or opposition)',\n", | |
" 'name': 'political'},\n", | |
" '38': {'description': 'Charities', 'name': 'charities'},\n", | |
" '39': {'description': '', 'name': 'Unclear'},\n", | |
" '4': {'description': 'Seasoning, condiments, ketchup', 'name': 'seasoning'},\n", | |
" '5': {'description': 'Pet food', 'name': 'petfood'},\n", | |
" '6': {'description': 'Alcohol', 'name': 'alcohol'},\n", | |
" '7': {'description': 'Coffee, tea', 'name': 'coffee'},\n", | |
" '8': {'description': 'Soda, juice, milk, energy drinks, water',\n", | |
" 'name': 'soda'},\n", | |
" '9': {'description': 'Cars, automobiles (car sales, auto parts, car insurance, car repair, gas, motor oil, etc.)',\n", | |
" 'name': 'cars'}}" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"dataset.topics_list" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'1': {'description': 'Active(energetic, adventurous, vibrant, enthusiastic, playful)',\n", | |
" 'name': 'active'},\n", | |
" '10': {'description': 'Confident(assured, strong, healthy)',\n", | |
" 'name': 'confident'},\n", | |
" '11': {'description': 'Conscious(aware, thoughtful, prepared)',\n", | |
" 'name': 'conscious'},\n", | |
" '12': {'description': 'Creative(inventive, productive)', 'name': 'creative'},\n", | |
" '13': {'description': 'Disturbed(disgusted, shocked)', 'name': 'disturbed'},\n", | |
" '14': {'description': 'Eager(hungry, thirsty, passionate)', 'name': 'eager'},\n", | |
" '15': {'description': 'Educated(informed, enlightened, smart, savvy, intelligent)',\n", | |
" 'name': 'educated'},\n", | |
" '16': {'description': 'Emotional(vulnerable, moved, nostalgic, reminiscent)',\n", | |
" 'name': 'emotional'},\n", | |
" '17': {'description': 'Empathetic(sympathetic, supportive, understanding, receptive)',\n", | |
" 'name': 'empathetic'},\n", | |
" '18': {'description': 'Fashionable(trendy, elegant, beautiful, attractive, sexy)',\n", | |
" 'name': 'fashionable'},\n", | |
" '19': {'description': 'Feminine(womanly, girlish)', 'name': 'feminine'},\n", | |
" '2': {'description': 'Afraid(horrified, scared, fearful)', 'name': 'afraid'},\n", | |
" '20': {'description': 'Grateful(thankful)', 'name': 'grateful'},\n", | |
" '21': {'description': 'Inspired(motivated, ambitious, empowered, hopeful, determined)',\n", | |
" 'name': 'inspired'},\n", | |
" '22': {'description': 'Jealous', 'name': 'jealous'},\n", | |
" '23': {'description': 'Loving(loved, romantic)', 'name': 'loving'},\n", | |
" '24': {'description': 'Manly', 'name': 'manly'},\n", | |
" '25': {'description': 'Persuaded(impressed, enchanted, immersed)',\n", | |
" 'name': 'persuaded'},\n", | |
" '26': {'description': 'Pessimistic(skeptical)', 'name': 'pessimistic'},\n", | |
" '27': {'description': 'Proud(patriotic)', 'name': 'proud'},\n", | |
" '28': {'description': 'Sad(depressed, upset, betrayed, distant)',\n", | |
" 'name': 'sad'},\n", | |
" '29': {'description': 'Thrifty(frugal)', 'name': 'thrifty'},\n", | |
" '3': {'description': 'Alarmed(concerned, worried, anxious, overwhelmed)',\n", | |
" 'name': 'alarmed'},\n", | |
" '30': {'description': 'Youthful(childlike)', 'name': 'youthful'},\n", | |
" '4': {'description': 'Alert(attentive, curious)', 'name': 'alert'},\n", | |
" '5': {'description': 'Amazed(surprised, astonished, awed, fascinated, intrigued)',\n", | |
" 'name': 'amazed'},\n", | |
" '6': {'description': 'Amused(humored, laughing)', 'name': 'amused'},\n", | |
" '7': {'description': 'Angry(annoyed, irritated)', 'name': 'angry'},\n", | |
" '8': {'description': 'Calm(soothed, peaceful, comforted, fullfilled, cozy)',\n", | |
" 'name': 'calm'},\n", | |
" '9': {'description': 'Cheerful(delighted, happy, joyful, carefree, optimistic)',\n", | |
" 'name': 'cheerful'}}" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"dataset.sentiments_list" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.1" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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